{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.genfromtxt(\"full_gas.dat\", dtype=str)\n",
    "Header = (data[0,:]).tolist()\n",
    "solTchem = (data[1:,:]).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.genfromtxt(\"full_gas_out.csv\",delimiter=',', dtype=str)\n",
    "campHeader = (data[0,:]).tolist()\n",
    "campsol = (data[1:,:]).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1278614863035299\n",
      "40.87399840230441\n"
     ]
    }
   ],
   "source": [
    "print(campsol[0,campHeader.index(' CONC.H2O')])\n",
    "print(campsol[0,campHeader.index(' ENV.number_density_air')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "campNames={'Temperature[K]':' ENV.temperature',\n",
    "           'Pressure[Pascal]':' ENV.pressure',\n",
    "           't':'time'}\n",
    "\n",
    "for i,var in enumerate(Header[6:]):\n",
    "    if var !=\"M\":\n",
    "        campNames.update({var:' CONC.'+var})\n",
    "    else:\n",
    "        campNames.update({var:' ENV.number_density_air'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking initial conditions; only print where there are differences\n",
      "H2O camp : 0.1278614863035299 TChem : 0.1278614863\n",
      "M camp : 40.87399840230441 TChem : 40.873998402\n"
     ]
    }
   ],
   "source": [
    "print('Checking initial conditions; only print where there are differences')\n",
    "for i,var in enumerate(campNames):\n",
    "    camp_idx=campHeader.index(campNames[var])\n",
    "    tchem_idx=Header.index(var)\n",
    "    diff= campsol[0,camp_idx] - solTchem[0,tchem_idx]\n",
    "    if abs(diff) > 0:\n",
    "        print(var, 'camp :',campsol[0,camp_idx],'TChem :', solTchem[0,tchem_idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/np/m42416h166j90krvxmfl40940000gp/T/ipykernel_96325/4034699907.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  plt.figure()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lyxY+97nPcdxxxzF69Gh++9vfAjB79mw++tGPMmnSJJqamvjJT37CD37wA0aPHs0JJ5zAm2929by20hQLiJERMbvjxIiYAxyxz99uZlZpVx0EVxwIrb+EeDt5veLAZHoZbdq0iU2bNnHYYYd12mfw4ME8+eSTXHDBBTufIved73yH0047jcWLF/PQQw9x6aWXsmXLFiAZVvzmm29m0aJFfP3rX+fd7343Tz31FOPGjWPOnDn7XHOxgMgcKUpSn87azMyqyvRlcNTHoO+7ks993wVHfwymP1PWr4kIpKznob3jnHPOAeDYY4/l5ZdfBuCBBx7g6quvprm5mfHjx7N161ZeeeUVAE499VQGDhxIQ0MDBx54IJMmTQKSJ9O1z78vigXEXZJ+LmlA+4T0fftw3WZm1W3gUNhvIOz4O/Ttn7zudwAMHFLWrznggAMYMGAAq1at6rRP+8OB6urq2L59O5AEy+23377znMYrr7yyczylwocJ9enTZ+fnPn367Jx/XxQLiK8AG4A/SVoiqRV4GdgIXLLP325m1hNsWQfHng9f+L/J6+Z9P1Gd5atf/SoXXnghGzcmT7jbuHEjM2fO7HKej3zkI1x33XU7T2Y/9dRTudSWpdhlrv8ALpH0TZIrmASsTO+sNjOrDVNueuf9mT/I7WsuuOACNm/ezHHHHUd9fT319fVcfPHFXc7zzW9+kxkzZnDMMccQEQwfPpy77747txoLFR3uW9IBQENEvNhh+jERsSzP4vaUh/s2M/Bw353Z0+G+i90H8XHgeeB2SSskHVfQPHsfazUzsx6s2DmIrwHHRkQzyTOj/7ekc9K2rk/Hm5lZVSs2FlPfiHgNICIWpUNu3C2pkWTYDTMzq1HF9iA2Stp5V0caFuOB/04yNlOXJE2Q9IKklZIuy2i/VNLS9Ge5pB2S3pu2vSzpmbTNJxbMzLpZsT2I6cA/ATtPUEfEJklXAid3NaOkOuCnwOlAG7BY0oKIeLZgWdcC16b9JwFfjojC+8NPjQgPCmhmVgHF9iAuJ7kPoqO3SB4/2pWxJJfEroqIbcA84Kwu+p8LzC2yTDMz6ybFAmJ41qWsEdEKDC8y7yHAqwWf29Jpu0kfSjQBuL3wa4AH0hv0pnb2JZKmSmqV1Pr6668XKcnMLH/r16+nubmZ5uZmhg4dyiGHHLLz8zXXXMMRRxzBUUcdxahRo3aOmTR8+HDeeKNnHTApdoipfxdt7yoyb9ZVTp2d2J4E/FeHw0snRcRqSQcBD0p6PiIe2W2BETOBmZDcB1GkJjOz3LUP9w1wxRVXsP/++3PJJZdwww03MH/+fBYtWsQBBxzAhg0buPPOOytaa1eK7UEslvTFjhMlfR5YUmTeNuDQgs+NwOpO+k6hw+GliFidvq4D5pMcsjIzy8djj8H3vpe85qTWhvueAZwvaaGk/5X+PAx8geQEdlcWA4dLapLUjyQEFnTslD7f+hTgtwXTBkga2P4e+DCwvMR1MjPbM489Bh/6EHzzm8lrDiFRjcN9FxuLaS1wYnr/w1Hp5P+IiP9XbMERsV3SRcD9JEODz4qIFZKmpe03pF3PBh6IiC0Fsw8B5qdD4/YFbo6I+/ZgvczMSrdwIWzbBjt2JK8LF8K4cWX9ij0d7vuOO+4AkuG+FyxYsDMwsob7Hjhw4G7DfS9btu8jIRU7BwFA+gzqh/Z04RFxDx2GBS8IhvbPs+kwbEdErAJG7en3mZntlfHjoV+/JBz69Us+l1nhcN8jRozI7NPVcN/ve9/7dun7xBNPVHy4bzOz2jduHPzud/DtbyevZd57aFdTw32bmfUa48blFgztam6472ri4b7NDDzcd2fKOty3mZn1Xg4IMzPL5IAws5pUS4fPy2Fv/j0cEGZWc/r378/69esdEqmIYP369fTv39XoSbvzVUxmVnMaGxtpa2vDA3i+o3///jQ2Nu7RPA4IM6s59fX1NDU1VbqMqudDTGZmlskBYWZmmRwQZmaWyQFhZmaZHBBmZpbJAWFmZpkcEGZmlskBYWZmmRwQZmaWyQFhZmaZHBBmZpYp14CQNEHSC5JWSroso328pA2SlqY/3yp1XjMzy1dug/VJqgN+CpwOtAGLJS2IiGc7dP19RJy5l/OamVlO8tyDGAusjIhVEbENmAec1Q3zmplZGeQZEIcArxZ8bkundTRO0tOS7pV05B7Oi6SpkloltXrsdzOz8skzIJQxrePjnZ4E/jkiRgHXAXfuwbzJxIiZEdESES0NDQ17W6uZmXWQZ0C0AYcWfG4EVhd2iIiNEbE5fX8PUC9pcCnzmplZvvIMiMXA4ZKaJPUDpgALCjtIGipJ6fuxaT3rS5nXzMzyldtVTBGxXdJFwP1AHTArIlZImpa23wBMBi6QtB34GzAlkqeMZ86bV61mZrY7Jb+Pa0NLS0u0trZWugwzs6ohaUlEtGS1+U5qMzPL5IAwM7NMDggzM8vkgDAzs0wOCDMzy+SAMDOzTA4IMzPL5IAwM7NMDggzM8vkgDAzs0wOCDMzy+SAKNWmNfCribBpbaUrMTPrFg6IUt04A25aCDdOr3QlZmbdIrfhvmvGVQfBS1tgzluwA3j4FnjuLmgaAN9YV+nqzMxy4z2IYqYvg60jk3AIktetI2H6MxUuzMwsXw6IYgYOheYRyWOLRPI6+jAYOKTChZmZ5cuHmEpxaF/43ifgzSHw3rXQWFfpiszMcueAKMWUmypdgZlZt/MhJjMzy+SAMDOzTLkGhKQJkl6QtFLSZRntn5K0LP15VNKograXJT0jaamk1jzrNDOz3eV2DkJSHfBT4HSgDVgsaUFEPFvQ7SXglIj4i6SJwEzg+IL2UyPijbxqNDOzzuW5BzEWWBkRqyJiGzAPOKuwQ0Q8GhF/ST8+DjTmWI+Zme2BPAPiEODVgs9t6bTOfB64t+BzAA9IWiJpag71mZlZF/K8zFUZ0yKzo3QqSUB8oGDySRGxWtJBwIOSno+IRzLmnQpMBRg2bNi+V21mZkC+exBtwKEFnxuB1R07SToG+AVwVkSsb58eEavT13XAfJJDVruJiJkR0RIRLQ0NDWUs38ysd8szIBYDh0tqktQPmAIsKOwgaRhwB/DpiPhDwfQBkga2vwc+DCzPsVYzM+sgt0NMEbFd0kXA/SQjGM2KiBWSpqXtNwDfAgYB10sC2B4RLcAQYH46rS9wc0Tcl1etZma2O0VknhaoSi0tLdHa6lsmzMxKJWlJ+of5bnwntZmZZXJAmJlZJgeEmZllckCYmVkmB4SZmWVyQJiZWSYHhJmZZXJAmJlZJgeEmZllckCYmVkmB4SZmWVyQJiZWSYHhJmZZXJAmJlZJgeEmZllckCYmVkmB4SZmWVyQJiZWSYHhJmZZXJAmJlZJgeEmZllyjUgJE2Q9IKklZIuy2iXpB+n7cskjSl13rLatAZ+NRE2rc31a8zMqknfvBYsqQ74KXA60AYslrQgIp4t6DYRODz9OR74GXB8ifOWz40ziPsW8tbqC1k7dTZ9+/Shrk707SPq+iSvffoUfu6DAAkk5VKSmVml5RYQwFhgZUSsApA0DzgLKPwlfxYwJyICeFzSeyQdDAwvYd59d9VB8NIWmPMW2gEDHr6dEavuZWvjuzji77/e48VJpMGhdwKEdCLsMq1j3137ZLSX8N0l9CrLcspVTylrVr56yhPkJdXjvxn2Wmn/tVtH7x3QjzsvPKnsy80zIA4BXi343Eayl1CszyElzguApKnAVIBhw4btWYXTl8G0ScSOVhQQO2DDXw7nPz/3K67pN5jtbwc73n47fU1+tr8dbN8RBEFEspgAiCCSl51t7Z+TPsmEZNqu7cmcBX07LKuYKN6lhKWUtpxSllRSPSXV3LPWvZR6Svoyy+R/ur23/375/CrPMyCy/hTo+N9AZ31KmTeZGDETmAnQ0tKyZ/+NDRwKzSPQb1phB6gO3nPiEZx50ug9WoyZWS3KMyDagEMLPjcCq0vs06+Eecvj0L7wvU/Am0PgvWuhsS6XrzEzqzZ5BsRi4HBJTcCfgSnAJzv0WQBclJ5jOB7YEBGvSXq9hHnLY8pNuSzWzKza5RYQEbFd0kXA/UAdMCsiVkialrbfANwDnAGsBN4Czu9q3rxqNTOz3SlKOzNZFVpaWqK1tbXSZZiZVQ1JSyKiJavNd1KbmVkmB4SZmWVyQJiZWSYHhJmZZaqpk9Tp5bF/2svZBwNvlLGcSqqVdamV9QCvS09UK+sB+7Yu/xwRDVkNNRUQ+0JSa2dn8qtNraxLrawHeF16olpZD8hvXXyIyczMMjkgzMwskwPiHTMrXUAZ1cq61Mp6gNelJ6qV9YCc1sXnIMzMLJP3IMzMLJMDwszMMvWqgJA0QdILklZKuiyjXZJ+nLYvkzSmEnWWooR1GS9pg6Sl6c+3KlFnMZJmSVonaXkn7dW0TYqtS7Vsk0MlPSTpOUkrJE3P6FMV26XEdamW7dJf0iJJT6fr8m8Zfcq7XZLHX9b+D8mw4S8CI0geSPQ0MLJDnzOAe0meaHcC8ESl696HdRkP3F3pWktYl5OBMcDyTtqrYpuUuC7Vsk0OBsak7wcCf6ji/1dKWZdq2S4C9k/f1wNPACfkuV160x7EWGBlRKyKiG3APOCsDn3OAuZE4nHgPZIO7u5CS1DKulSFiHgEeLOLLtWyTUpZl6oQEa9FxJPp+03AcyTPiS9UFdulxHWpCum/9eb0Y3360/Eqo7Jul94UEIcArxZ8bmP3/1BK6dMTlFrnuHR39F5JR3ZPaWVXLdukVFW1TSQNB0aT/LVaqOq2SxfrAlWyXSTVSVoKrAMejIhct0uejxztaZQxrWP6ltKnJyilzidJxljZLOkM4E7g8LwLy0G1bJNSVNU2kbQ/cDswIyI2dmzOmKXHbpci61I12yUidgDNkt4DzJd0VEQUnvMq63bpTXsQbcChBZ8bgdV70acnKFpnRGxs3x2NiHuAekmDu6/EsqmWbVJUNW0TSfUkv1Bviog7MrpUzXYpti7VtF3aRcRfgYXAhA5NZd0uvSkgFgOHS2qS1A+YAizo0GcBcF56JcAJwIaIeK27Cy1B0XWRNFSS0vdjSbb1+m6vdN9VyzYpqlq2SVrjL4HnIuIHnXSriu1SyrpU0XZpSPcckPQu4L8Bz3foVtbt0msOMUXEdkkXAfeTXAU0KyJWSJqWtt8A3ENyFcBK4C3g/ErV25US12UycIGk7cDfgCmRXubQk0iaS3IVyWBJbcDlJCffqmqbQEnrUhXbBDgJ+DTwTHq8G+BrwDCouu1SyrpUy3Y5GPi1pDqSEPtNRNyd5+8wD7VhZmaZetMhJjMz2wMOCDMzy+SAMDOzTA4IMzPL5IAwM7NMDggzM8vkgDDrQNKggqGf10j6c/p+s6Trc/i+2ZJear+ePf08OaPfYe11lLsGsyy95kY5s1JFxHqgGUDSFcDmiPh+zl97aUTcVqSuF0nG4XFAWLfwHoRZiZQ8WObu9P0Vkn4t6QFJL0s6R9I1kp6RdF86/g+SjpX0sKQlku7fg6GXT5b0qKRVWXsTZt3BAWG29w4D/pVkDP7/AzwUEUeTDNfwr2lIXAdMjohjgVnAd0pc9sHAB4AzgavLXbhZKXyIyWzv3RsR/5D0DMmYWPel058BhgPvA44CHkzHgqsDSh047c6IeBt4VtKQslZtViIHhNne+ztARLwt6R8FA7y9TfL/loAVETFub5edyhrj3yx3PsRklp8XgAZJ4yB5LkFPflqZWUcOCLOcpM8Lnwz8u6SngaXAiRUtymwPeLhvswqTNBu4u9hlrgX9N0fE/vlWZeY9CLOeYAPw7fYb5TrTfqMcsLZbqrJez3sQZmaWyXsQZmaWyQFhZmaZHBBmZpbJAWFmZpn+PzOyuXNx075RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+GFh8qYUiMhwYDhAZGfmz5aGhoaSkpFCzZk0LAzdVJSUlhdDQwP2QjAkcp85k8fTnm/kuAOYOcILXf1MicjOuILj+Um1UdTKuQ0dER0f/7G1uREQECQkJJCcnO1anLwoNDSUiwnaLjX/bfOgUjwXQ3AFO8GoQiEg74CPgDlVNudLnCQkJoVGjRp4rzBhT5gXq3AFO8FoQiEgkMAf4jarGeasOY4zvST+Xw/NfbGFhAM4d4ATHgkBEpgO9gXARSQBeBkIAVHUS8BJQE5jo3o3LudQ1rsYYc16gzx3gBCevGhpSzPJHgEec6t8Y439mb0jgz/NiA3ruACd4/WSxMcYUJzM7l5fnb2Pm+kMBP3eAEywIjDFl2r7jGTw2bSM7jpxm1M1Neer25gE/bLSnWRAYY8qsxbFHeHb2FoKDhH8N68LNLWp7uyS/ZEFgjClzsnLy+MviHfzrJ5s7oDRYEBhjypTEU2cZ9dlGNh08xbBeUbxwx3WUDw7MqVNKiwWBMabMsLkDvMOCwBjjdTZ3gHdZEBhjvCopLZMnp8ewam8K90U34JUBrQkNCfJ2WQHFgsAY4zVr9qYwyuYO8DoLAmNMqcvLU/7x/V7e+WYXDWtUsrkDvMyCwBhTqk5mZPH0rM381+YOKDPst2+MKTUbD55k1LSNHE/P4rUBrXnA5g4oEywIjDGOU1U+/nEfYxfvpF71UL54tCdtI6p5uyzjZkFgjHFU6tls/jB7M19vO8YvWtVh3D3tqVYxxNtlmXwsCIwxjolNSOWxzzZw5FQmL97Ziod6RdmhoDLIgsAY43GqyqerD/Dawh2EVynP5yN60CnyGm+XZS7BgsAY41Fpmdm8MCeWhVuOcHOLWrx7bweuqWzTSJZljo3kJCJTRCRJRLZeYrmIyN9FJF5EtohIJ6dqMcaUju2HT/OrD35i8dajPNe3JR//rouFgA9wcki/qUDfIpbfATRzfw0HPnSwFmOMg1SVGWsPMnDiT2Scy+GzR7rxaG+bS9hXODln8fciElVEkwHAJ6qqwGoRqS4i9VT1iFM1GWM870xWDn+eu5U5mxK5vmk4fxvcgfAqFbxdlrkM3jxHUB84lO92gvu+nwWBiAzHtddAZGRkqRRnjCne7mNpPDZtI/HJ6Tx1W3NG3dLUppH0Qd4MgsL+WrSwhqo6GZgMEB0dXWgbY0zpmrMxgT/N3UrlCkF8+nA3ejUN93ZJ5gp5MwgSgAb5bkcAh71UizGmhDKzc3l5/jZmrj9Et0Y1GD+kI7Wrhnq7LHMVvBkEXwKjRGQG0A1ItfMDxpRte5PTeWzaRnYeTWPUzU0ZfVszgoNsGklf51gQiMh0oDcQLiIJwMtACICqTgIWAf2AeOAMMMypWowxV2/B5sM8/8UWygeX41/DunBzi9reLsl4iJNXDQ0pZrkCI53q3xjjGedycnl94Q7+s/oAnRtew/ghHbm2ekVvl2U8yD5ZbIy5pIMpZ3jssw1sTTzN8Bsb82yfFoTYoSC/Y0FgjCnUkq1HeXb2ZgT452+jub1VHW+XZBxiQWCMuUhWTh5jF+9kyk/7aB9RjQ+GdqJBjUreLss4yILAGHNB4qmzjJy2kZhDp3iwZxQv9GtJheAgb5dlHGZBYIwB4L87j/G/n28mJ1eZeH8n+rWt5+2STCmxIDAmwOXk5vHON3FMWrGHVvWqMvH+TkSFV/Z2WaYUWRAYE8COpmby+PSNrNt/kqHdInnpzlaEhtihoEBjQWBMgPo+LpnRM2PIzM7lb/d14K6O9b1dkvESCwJjAkxunvL+t3GMXxZPs9pVmHh/Z5rWruLtsowXWRAYE0CS0jJ5cnoMq/amMKhzBK8NaEPF8nYoKNBZEBgTIFbuOc6TM2JIy8zm7UHtuDe6QfEPMgHBgsAYP5eXp0xcHs+7S+OICq/Mfx7uSsu6Vb1dlilDLAiM8WPH08/x1MwYfth9nAEdruWNgW2pUsH+7c3F7C/CGD+1em8KT0zfxKmz2bw5sC1DujZAxKaRND9XZBCISDlVzbvEsuqqesqRqowxVyw3T5m4LJ73vo0jqmZlpg7rSqtr7VCQubTixpNdLyLdCt4pIo8AG50pyRhzpZLTzvG7KWv569I4+re/li8fv95CwBSruENDTwCTRWQt8BzQEJiIa77hGx2uzRhzGc5fFXT6bDZj727LfV3sUJApmSL3CFT1R6ATcAzYg2ue4ZdV9R5VTSjuyUWkr4jsEpF4EXm+kOXVRGSBiGwWkW0iYtNVGnOZXB8Q280DH60hLDSYeSN7MbhrpIWAKbGSnCy+BxgCfAjcBtwnIutV9URRDxKRIGACcDuuPYh1IvKlqm7P12wksF1V+4tILWCXiExT1awrWRljAk1SWiajZ8Swck8KAzvW5/W72lDZrgoyl6m4k8XfAmeB21R1n4j8CRiF60X9LVWdXMTDuwLxqrrX/VwzgAFA/iBQIExcb12qACeAnCteG2MCyMr44zwxI4b0c9m8/et23BMdYXsB5ooUd7J4gqr2V9V94JpwXlXHA72Am4p5bH3gUL7bCe778vsAuA44DMQCTxZ2lZKIDBeR9SKyPjk5uZhujfFvuXnKe0vjuP/jNVSrGMz8kddzr50PMFehyD0CVZ17ifuPAvcX89yF/VVqgdt9gBjgFqAJsFREflDV0wX6mwxMBoiOji74HMYEjPxjBd3dqT6vDbBDQebqFXdoaBk/f/E+T1X11iIengDkH8wkAtc7//yGAWNVVYF4EdkHtATWFlm1MQHox93HGT1zE+nnchg3qB332FhBxkOKeyvxTCH3dQf+ACQV89h1QDMRaQQkAoOBoQXaHARuBX4QkTpAC2BvcUUbE0jyDxvdtFYVPvuf7jSvE+btsowfKe7Q0IbzP4vITcCLQAVghKouLuaxOSIyCvgaCAKmqOo2ERnhXj4JeA2YKiKxuA4lPaeqx69mhYzxJ8dOZ/LE9E2s2XeCezpH8MqA1lQqb4eCjGcV+xclIn1wBUAm8IaqLivpk6vqImBRgfsm5fv5MPCLEldrTAD5Pi6Zp2bGcCYrl3fuac+gzhHeLsn4qeLOEawDagHjgFXu+zqdX66qNsyEMR6Wk5vH377dzYTlrhnEZgztRDM7FGQcVNweQQaQDgwCfs3FVwIprqt9jDEecux0Jo9P38TafSe4NzqCV35lM4gZ5xV3jqD3pZaJSIjHqzEmgK1wHwrKzM7lvfvaM7CjHQoypeOyzjq5PwF8M66rf/oDdZwoyphAkpObx7tL45i4fA8t6oQx4f5ONpm8KVUlCgL3UNRDgYFADVxjBD3rYF3GBIQjqWd5Yvom1u0/yeAuDXi5f2s7FGRKXXEni98A7sV1vf904FVgvar+uxRqM8avfbfjGM/M2sy5nDz+dl8H7upYcAQWY0pHcXsEw4FduEYeXaiqmSJiQzwYcxWycvJ4a8lOPv5xH63qVWX80I40qWWHgoz3FBcEdXFd5z8E+Jt7yImKIhKsqjZKqDGX6UBKBqM+20RsYiq/69GQF/pdR2iIHQoy3lXcVUO5wGJgsYiEAncClYBEEflOVQsOGWGMuYQvNx/mj3NiCSon/OM3nenTuq63SzIGKP4cQSgwAmgKbME1TMRsEamK68SxMaYYZ7JyeOXL7cxcf4johtfw/pCO1K9e0dtlGXNBcYeG/g1kAz8A/YBWwGj3MNF2wtiYYuw6msbIzzayJzmdkTc34anbmhMcVNw0IMaUruKCoJWqtgUQkY+x4aGNKRFVZfraQ7yyYBthoSH856FuXN8s3NtlGVOo4oIg+/wP7tFEHS7HGN93OjObF76I5avYI9zQLJx37+1ArbAK3i7LmEsqLgjai8j52cIE1xVDp90/q6pWdbQ6Y3xMzKFTPD59I4dPZfJc35b8/sbGlCtnb6BM2VbcVUN2XZsxJZCXp3z0417eXrKLOlVD+fz3Pejc8Bpvl2VMidgMF8ZcpZT0czw9azPLdyXTt3Vd3vp1O6pVsjEZje+wIDDmKqzcc5zRM2I4dTab1+5qwwPdIrFzacbXOHodm4j0FZFdIhIvIs9fok1vEYkRkW0issLJeozxlPMjht7/0RqqhAYz77Fe/KZ7QwsB45Mc2yMQkSBgAnA7kACsE5EvVXV7vjbVgYlAX1U9KCK1narHGE85knqWJ6fHsHb/CQZ1juBVm0fY+Dgn/3q7AvGquhdARGYAA4Dt+doMBeao6kEAVU1ysB5jrtq324/xzOzNZOfk2eQxxm84GQT1gUP5bicA3Qq0aQ6EiMhyIAx4X1U/KfhEIjIc10ioREZGOlKsMUXJzM7lL4t28O9VB2h9bVXGD+lIYxsx1PgJJ4OgsIOlBYewDgY6A7cCFYFVIrJaVeMuepDqZGAyQHR0tA2DbUpV3LE0Hv9sE7uOpfHw9Y34Q98WVAi2K6uN/3AyCBKABvluRwCHC2lzXFUzgAwR+R5oD8RhjJepKp+uOcjrC7cTFhrM1GFd6N3CTmMZ/+NkEKwDmolIIyARGIzrnEB+84EPRCQYKI/r0NF7DtZkTImczMjiuS+28M32Y9zUvBbv3NPehokwfsuxIHCPTTQK+BoIwjWE9TYRGeFePklVd4jIElxDXOcBH6nqVqdqMqYkVu45zlMzYziRkcWff3kdD/VqZMNEGL8mqr51yD06OlrXr1/v7TKMH8rOzeO9pXF8uGIPjcIr8/fBHWlTv5q3yzLGI0Rkg6pGF7bMLn42BtcUkk/MiGHzoVMM7tKAl/q3ss8GmIBhf+km4M3dlMCL87ZRTmDi/Z3o17aet0syplRZEJiAlZaZzUvztzF3UyJdo2rw3uAONoWkCUgWBCYgbTp4kidnxJBw8gxP3dacUbc0JchOCJsAZUFgAkpunjJpxR7eWxp3Yd6A6Kga3i7LGK+yIDAB42hqJk/NjGHV3hTubFePNwa2pVpFmzfAGAsCExAWxR7hhTmxZOfmMW5QOwZ1jrAho41xsyAwfi0tM5tXFmxn9oYE2kdU4737OthgccYUYEFg/Nb6/Sd46vMYEk+e5YlbmvL4rc0ICXJ0LiZjfJIFgfE72bl5/P273UxYFk/9ayoya0QPOje0E8LGXIoFgfEre5PTGT0zhi0JqdzTOYKXf9WaKhXsz9yYoth/iPELqspnaw/y+sIdVAgpZ58QNuYyWBAYn3c8/RzPzd7CdzuTuKFZOOMGtadutVBvl2WMz7AgMD7tux3HeO6LLZzOzOGlO1vxYM8oGzLamMtkQWB80pmsHN74agfT1hykZd0wpj3SnRZ1w7xdljE+yYLA+JzNh07x1MwY9qVkMPzGxjz9i+Y2h7AxV8GCwPiMrJw8xv93NxOX76F2WAWmPdyNnk3DvV2WMT7P0U/XiEhfEdklIvEi8nwR7bqISK6IDHKyHuO7dh1NY+DEnxj/33gGdLiWJaNvtBAwxkMc2yMQkSBgAnA7kACsE5EvVXV7Ie3ewjW3sTEXyc1T/vnDXt79Jo6w0GD+8ZvO9Gld19tlGeNXnDw01BWIV9W9ACIyAxgAbC/Q7nHgC6CLg7UYH7T/eAbPzNrM+gMn6dO6Dm8MbEt4lQreLssYv+NkENQHDuW7nQB0y99AROoDA4FbKCIIRGQ4MBwgMjLS44WaskVV+XTNQd78agfBQcJ797Xnrg71bbRQYxziZBAU9l+rBW7/DXhOVXOL+idX1cnAZIDo6OiCz2H8yJHUs/xh9hZ+2H2cG5qF8/agdtSrZtNHGuMkJ4MgAWiQ73YEcLhAm2hghjsEwoF+IpKjqvMcrMuUQarKvJhEXpq/jZxc5bW72vBAt0jbCzCmFDgZBOuAZiLSCEgEBgND8zdQ1UbnfxaRqcBCC4HAczz9HH+eu5Ul244S3fAa3rmnPVHhlb1dljEBw7EgUNUcERmF62qgIGCKqm4TkRHu5ZOc6tv4BlXly82HGfPlNjLO5fL8HS35nxsa2yTyxpQyRz9QpqqLgEUF7is0AFT1QSdrMWVLUlomf567lW+2H6NDg+qMG9SOZnVsiAhjvME+WWxKlaoyd1MiryzYztnsXP7YryUPX297AcZ4kwWBKTVHUzP549xY/rszic4Nr+HtQe1oYvMHG+N1FgTGcarKrA0JvLZwO9m5ebzoHi7a9gKMKRssCIyjDp86y/NzYvk+LpmujWrw9q/b2RVBxpQxFgTGEXl5yrS1B3lr8U7yVHl1QGse6NbQJo0xpgyyIDAet/tYGs/PiWXDgZNc3zScv9zdlgY1Knm7LGPMJVgQGI85l5PLhGV7+HB5PFUqBPPXe9pzdycbI8iYss6CwHjE2n0neH7OFvYmZzCwY33+/MvrqGkjhRrjEywIzFVJPZvN2MU7mb72IBHXVOTfD3Xlpua1vF2WMeYyWBCYK6KqLN56lJe/3EZK+jmG39iY0bc1o1J5+5MyxtfYf625bIdPneWl+dv4dscxWl9blX892IU29at5uyxjzBWyIDAllpWTx5Sf9vH+t7tRlD/1u45hvaIIDnJ06mtjjMMsCEyJrN6bwovztrI7KZ3bW9XhpTtb2SWhxvgJCwJTpKS0TP6yaCdzNyUScU1FPv5dNLdeV8fbZRljPMiCwBQqN0/5dPUB3vlmF+ey83jilqY8dnNTQkOCvF2aMcbDLAjMz2w6eJIX529la+JpbmgWziu/ak1jGyXUGL9lQWAuOHY6k7eX7OKLjQnUqVqBCUM70a9tXftksDF+ztEgEJG+wPu4pqr8SFXHFlh+P/Cc+2Y68KiqbnayJvNzmdm5fPzjPiYsiycnV3m0dxNG3tyUKhXsfYIxgcCx/3QRCQImALcDCcA6EflSVbfna7YPuElVT4rIHcBkoJtTNZmLqSpfbzvKG4t2cOjEWfq0rsOf+rUisqZdDWRMIHHyLV9XIF5V9wKIyAxgAHAhCFR1Zb72q4EIB+sx+ew4cppXF2xn1d4UWtQJY9oj3ejVNNzbZRljvMDJIKgPHMp3O4Gi3+0/DCwubIGIDAeGA0RGRnqqvoB0PP0c7y2NY/rag1SrGMJrd7VhSJcG9qEwYwKYk0FQ2BlGLbShyM24guD6wpar6mRch42Ijo4u9DlM0c5k5fDxD/uYtGIPmTl5/LZHFKNva0b1SuW9XZoxxsucDIIEoEG+2xHA4YKNRKQd8BFwh6qmOFhPQMrJzWP2hgTeXRpHUto5+rSuw7N9WtK0tl0OaoxxcTII1gHNRKQRkAgMBobmbyAikcAc4DeqGudgLQFHVfluRxJvLdnJ7qR0OkVWZ+L9nYiOquHt0owxZYxjQaCqOSIyCvga1+WjU1R1m4iMcC+fBLwE1AQmuq9Vz1HVaKdqChTr9p9g3Ne7WLvvBI3DKzPpgc70aV3HPg9gjCmUqPrWIffo6Ghdv369t8sokzYfOsVfl8bxfVwy4VUqMPq2ZtzXpQEhdiLYmIAnIhsu9UbbPjHkB7YfPs27S+P4dscxalQuzx/7teQ33aOoWN7GBTLGFM+CwIftPpbG377dzVexR6gaGswzv2jOg70a2SeCjTGXxV4xfFBsQioTl8ezZNtRKoUE8cQtTXn4hsZUqxji7dKMMT7IgsCHrN13gg+WxfN9XDJhocGMurkpw3o1okZl+yyAMebKWRCUcarKirhkJiyLZ93+k9SsXJ4/9G3BA90bUjXU9gCMMVfPgqCMyszOZcHmw0z5aT87jpzm2mqhjOnfivu6RNpJYGOMR1kQlDHJaef4dPUBpq05wPH0LFrUCePtX7fjro71KR9sl4EaYzzPgqCM2HY4lSk/7mfB5sNk5eZxa8vaPHR9I3o2qWkfBDPGOMqCwIvOZuWycMthZqw7xIYDJ6kYEsTgrg14sGeUTQ1pjCk1FgResDUxlRnrDjJ/02HSzuXQuFZl/tTvOu6NbkC1SnYC2BhTuiwISknq2Wy+2nKEGesOsiUhlQrB5ejXth6DuzSga6MadvjHGOM1FgQOyszO5b87k5gfk8iynclk5ebRsm4YY/q3YmDHCHv3b4wpEywIPOxcTi4r41NYFHuEJVuPknYuh1phFXige0Pu6ngtbetXs3f/xpgyxYLAAzLO5bB8VzJLth1l2c4k0s/lUKVCMH3b1OWuDvXp0aQmQeXsxd8YUzZZEFwBVWVPcgYr4pJZEZfM6r0pZOXkUaNyee5sV48+berSs0lNKgTbB7+Mh6UdhdnDYNBUCKvjf/15o09f6c/BOi0ISig57Rxr951g5Z7jrIhLJuHkWQAa16rMA90a8ovWdegSVcPe+Xubr/xTX6l/jIYlyyHlSXhmhv/1540+faU/B+u0iWku4fCps6zZl8LafSdYs+8Ee5MzAKhUPoieTcLp3aIWNzWvRYMalRyvxaP8/YXyncGwZD70HVA6/9Sl1d/rtWFfBnxyBnJxzfn320rQqDL8Ocn3+/NGn77Sn4fqLGpiGlTVsS+gL7ALiAeeL2S5AH93L98CdCruOTt37qxX5PQR1Sl9VU8f/dmikxnn9Ie4ZP3XkpW66y/X651vztaGzy3Uhs8t1DYvL9Fh/1qrk5bH68YDJzQrJ/fK+r/Mmhwz7j7VW0Nd3/2pv9dqqT5USTUYVcH1/aFKrvv9ob/TR1SHRrv6wt3n0Gjn/nZKuz9v9Okr/XmoTmC9XuJ11bFDQyISBEwAbgcSgHUi8qWqbs/X7A6gmfurG/Ch+7vnuXerso49zppfTyA2MZWtianEJqZy6ITrMM+HR8fR9NA6Xm39T2Lu+5CujWrQsm5V5w73lOYuacF3FStmwo4Fpffux+n+ntwCI/pD7npQXH1mtoInF3q+L2/0F1YXOjSGz9f//7vCjk2c28sq7f680aev9FcKdTp5jqArEK+qewFEZAYwAMgfBAOAT9xptVpEqotIPVU94rEqCrwglV8xixt2f0WXiIr8ovIs2tWvzrLM+wg+cAamudp0/P5rOma08Z8XSbAXSl/vD6BBMPzlPjhRB2ocgwiHL0Yo7f680aev9OdwnU4GQX3gUL7bCfz83X5hbeoDFwWBiAwHhgNERkZeXhXuFyTNXY8oaC5kpDYn7y8L+L52hKtNWqx/v0iCvVD6Q3+Dpzn7/N7uzxt9+kp/DtfpZBAUdjyl4JnpkrRBVScDk8F1sviyqnC/IIn7BUmCoEr3FnA+BPK18esXSbAXSl/vzxiHOBkECUCDfLcjgMNX0ObqleQFyd9fJMFeKI0xhXLs8lERCQbigFuBRGAdMFRVt+Vr80tgFNAP12Gjv6tq16Ket7QuHzXGGH9S1OWjju0RqGqOiIwCvsZ18GOKqm4TkRHu5ZOARbhCIB44Awxzqh5jjDGFc/STxaq6CNeLff77JuX7WYGRTtZgjDGmaDYJrjHGBDgLAmOMCXAWBMYYE+AsCIwxJsD53OijIpIMHLjCh4cDxz1YjjfZupRN/rIu/rIeYOtyXkNVrVXYAp8LgqshIusvdR2tr7F1KZv8ZV38ZT3A1qUk7NCQMcYEOAsCY4wJcIEWBJO9XYAH2bqUTf6yLv6yHmDrUqyAOkdgjDHm5wJtj8AYY0wBFgTGGBPg/DIIRKSviOwSkXgReb6Q5SIif3cv3yIinbxRZ0mUYF16i0iqiMS4v17yRp3FEZEpIpIkIlsvsdyXtklx6+Ir26SBiCwTkR0isk1EniykjU9slxKui69sl1ARWSsim93r8kohbTy7XS41q72vfuEa8noP0BgoD2wGWhVo0w9YjGuGtO7AGm/XfRXr0htY6O1aS7AuNwKdgK2XWO4T26SE6+Ir26Qe0Mn9cxiu+UN89X+lJOviK9tFgCrun0OANUB3J7eLP+4RdAXiVXWvqmYBM4ABBdoMAD5Rl9VAdRGpV9qFlkBJ1sUnqOr3wIkimvjKNinJuvgEVT2iqhvdP6cBO3DNGZ6fT2yXEq6LT3D/rtPdN0PcXwWv6vHodvHHIKgPHMp3O4Gf/0GUpE1ZUNI6e7h3IxeLSOvSKc3jfGWblJRPbRMRiQI64nr3mZ/PbZci1gV8ZLuISJCIxABJwFJVdXS7ODoxjZdIIfcVTNOStCkLSlLnRlxjiKSLSD9gHtDM6cIc4CvbpCR8apuISBXgC2C0qp4uuLiQh5TZ7VLMuvjMdlHVXKCDiFQH5opIG1XNf07Ko9vFH/cIEoAG+W5HAIevoE1ZUGydqnr6/G6kumaECxGR8NIr0WN8ZZsUy5e2iYiE4HrhnKaqcwpp4jPbpbh18aXtcp6qngKWA30LLPLodvHHIFgHNBORRiJSHhgMfFmgzZfAb91n3rsDqap6pLQLLYFi10VE6oqIuH/uimubppR6pVfPV7ZJsXxlm7hr/BjYoarvXqKZT2yXkqyLD22XWu49AUSkInAbsLNAM49uF787NKSqOSIyCvga11U3U1R1m4iMcC+fhGse5X5APHAGGOateotSwnUZBDwqIjnAWWCwui8rKEtEZDquqzbCRSQBeBnXSTCf2iZQonXxiW0C9AJ+A8S6j0cD/BGIBJ/bLiVZF1/ZLvWAf4tIEK6w+lxVFzr5GmZDTBhjTIDzx0NDxhhjLoMFgTHGBDgLAmOMCXAWBMYYE+AsCIwxJsBZEBhjTICzIDABS0Rq5huS+KiIJLp/TheRiQ70N1VE9p2/Htx9e1Ah7Zqcr8PTNRhTGL/7QJkxJaWqKUAHABEZA6Sr6jsOd/usqs4upq49uMaZsSAwpcL2CIwpQFwTmCx0/zxGRP4tIt+IyH4RuVtE3haRWBFZ4h7fBhHpLCIrRGSDiHx9GUMC3ygiK0Vkb2F7B8aUBgsCY4rXBPglrjHgPwWWqWpbXMMU/NIdBuOBQaraGZgCvFHC564HXA/cCYz1dOHGlIQdGjKmeItVNVtEYnGN+bTEfX8sEAW0ANoAS91jmgUBJR0AbJ6q5gHbRaSOR6s2poQsCIwp3jkAVc0Tkex8A5Xl4fofEmCbqva40ud2K2yMeWMcZ4eGjLl6u4BaItIDXOPil+XZr4wpyILAmKvknk96EPCWiGwGYoCeXi3KmMtgw1AbU0pEZCqwsLjLR/O1T1fVKs5WZYztERhTmlKB185/oOxSzn+gDDhWKlWZgGd7BMYYE+Bsj8AYYwKcBYExxgQ4CwJjjAlwFgTGGBPg/g/NjvY/jlW7JgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4ad4mduw/TL+OLfjLNb24uHsbfJ0khDYFgYjIcRSWlPHvpdt5ad4mdh0opH9iCx65tjcXdm0dFgFwhIJARKSKwpIypi3exkvzN7Enr4i0TmfwxMi+nHdmXFgFwBEKAhGRCoUlZbz+zTZenr+JvQeLOCupJU//KJVzUlqFZQAcoSAQkYh3qLiUf32zjYnzM8nOL+Lszi0ZP6o/Q1JaBbq0OqEgEJGIdai4lH8s3MorX2SSnV/MOSmtmHBzfwZ3jowAOEJBICIRp6ColKkVAZBbUMz5XeL4r2FdGBTArqADSUEgIhGjoKiUvy/cwisLMvn+UAkXdG3N2GFdGNjpjECXFlAKAhEJe4eLy/jnoq1MnL+JnIJihnbzBUD/xMgOgCMUBCIStgpLynhj8TZenLeJfQeLOL9LHPde0jXijwCqUhCISNgpLi3n30u3M2FuBrsOFDI4uSUv3BR5F4FrS0EgImGjpKycd5dn8dwcX19AAzudwV9v6MeQML8P4HQpCEQk5JWVO97/dgfPfb6RrTmH6JfQnEev68MFXcLzTmB/UxCISMgqL3dMX7WLZz/bQOa+Anq2a8art6YxrEd4dAZXVxQEIhJyyssds9bs5pnPNrBhTz7d4mOZ+OMBXNazLfVCuDvoQFEQiEjIcM7xWfpenpm9gbW78khp3YTnb+rPVX3aKQBOg4JARELCVxnZPDFrPd9t30+nVo15+kf9uCa1Q0gPCBMsFAQiEtSWb/uep2at5+tNObRvHsPj1/fh+gEJ1A/BISGDladBYGZXAOOBKOBV59y4KvObA/8EEitqeco59zcvaxKRIHdwN7x9BxkXvsDjX37P7LV7aNWkAX8e0ZObByfSsH7oDAofKjwLAjOLAiYAlwJZwBIz+9A5t7bSYncDa51zI8ysNbDezF53zhV7VZeIBLeC5+6h0edz2Tj/ThZ1+h33X9aVO85NpklDncDwipe/2bOADOdcJoCZTQOuASoHgQNizdfOqymQC5R6WJOIBCn3UBtsSwFNph6CMrgyaj5X3roEvm4CF+8NdHlhzcuTbB2A7ZWmsypeq+wFoAewE1gFjHXOlVddkZmNNrOlZrZ03759XtUrIgHwfUExj32SzvlFz7J2cwdcGb6viGVAYU8YuyrAFYY/L48IqruU76pMXw6sAC4GUoDZZvaFcy7vmDc5NwmYBJCWllZ1HSISgvKLSpn85WZeWZBJfnEp1/bvSadGfbEvNvpCIAronwKx8YEuNex5GQRZQMdK0wn4vvlXdgcwzjnngAwz2wx0BxZ7WJeIBFBhia9L6BfnbSK3oJjLe8Vz32Xd6BofC9MawmM3Qm48tNwDCbowXBdOGARmNgjY7pzbXTF9K3A9sBV40DmXe4K3LwG6mFkysAMYBdxcZZltwDDgCzOLB7oBmaeyISIS3ErLynl7WRbj52xk14FCzu8Sx/2XdaNfxxb/t9Co1wNWXySr6YjgZeASADO7ABgH/BJIxXeqZuTx3uicKzWze4BZ+A7yJjvn1pjZmIr5E4GHgClmtgrfqaTfOOeyT2uLRCSolJc7Pl61i6dnb2BzdgGpHVvw1x/145yUuECXJhVqCoKoSt/6bwQmOefeAd4xsxU1rdw59wnwSZXXJlZ6vhO47KQqFpGQ8eXGbMbNTGf1jjy6xcfyyq1pXKIO4YJOjUFgZvWdc6X4TuGMPon3ikiEWr3jAI/PXMcXG7Pp0KKRuoMIcjX9MX8DmG9m2cBh4AsAMzsTOOBxbSISYrbmFPDUpxv46LudnNE4mj9d3ZMfn627gYPdCYPAOfeImc0B2gGfVrTuAd/9B7/0ujgRCQ3Z+UU8P2cjr3+zjfpRxj0XncnoCzvTLCY60KVJLdTUauhi59znFc+Tgc0AzrkNZnYdsNz7EkUkWOUXlfLqF5m8siCTwtJybhzUkbHDuhDfLCbQpclJqOnU0FPAgIrn71R6DvBH4F0vihKR4FZcWs60Jdt4bs5GsvOLubJ3W+6/vBsprZsGujQ5BTUFgR3neXXTIhLmjjQFferT9WzNOcRZyS2ZdGt3BiSeEejS5DTUFATuOM+rmxaRMPZVRjbjZqxj1Y4DdG8by99uH8TQbq3VFDQM1BQEnc3sQ3zf/o88p2I62dPKRCQoVG0K+tcb+vHD/moKGk5qCoJrKj1/qsq8qtMiEka25x7iqU/X88GKnbRoHM0fr+rBj8/uREy0moKGm5qaj84/3jwzO9f/5YhIoO0/VMwLn2cwdeFW6tWDXwxN4ecXptC8kZqChquamo9GAT/CN47ATOfcajO7Gvg90Ajo732JIlIXikrLmPr1Vl6Ym0FeYQk3DEzg15d2o21zNQUNdzWdGnoNX1fSi4HnzGwrMAT4rXPufY9rE5E64Jzjo5W7eHLWOrbnHubCrq353fDudG/bLNClSR2pKQjSgL7OuXIziwGygTOPdEstIqHtm8wcHv0kne+yDtCjXTP+cWcfzu/SOtBlSR2rKQiKjwwd6ZwrNLMNCgGR0LdpXz7jZqxj9to9tG0Ww1M39ONatQSKWDUFQXczW1nx3ICUStM45/p6VpmI+F12fhHjP9vIvxZvo1F0FA9c3o2fnptMowZqCRTJagqCfkA8xw5CD9CJ/xx2UkSC1OHiMl77MpOJ8zM5XFLGLYMT+a9hXYhr2jDQpUkQqCkIngF+75zbWvlFM2tdMW+EV4WJyOkrK3e8uzyLv366gd15hVzWM57fXNldfQLJMWoKgiTn3MqqLzrnlppZkjcliYg/LNiwj0c/SWfd7oP069iC527qz1nJLQNdlgShmoLgRA2IG/mzEBHxj/RdeTw2Yx0LNuyjY8tGPH9Tf67u2059Aslx1RQES8zs/znnXqn8opndCSyraeVmdgUwHt/g9a8658ZVs8xQ4FkgGsh2zl1Yq8pF5Bi7DxTy10/X8/byLJrF+LqE+MmQThodTGpUUxDcC7xnZrfwf3/404AGwLUnemPFXckTgEuBLHyh8qFzbm2lZVoALwJXOOe2mVmbU9kIkUiWX1TKy/M38coXmZSXw8/OS+aei7rQvLG6hJDaqamvoT3AOWZ2EdC74uWPj4xaVoOzgAznXCaAmU3D14nd2krL3Ay865zbVvF5e0+yfpGIVVbueGvpdp76dAPZ+UWM6Nee/768Gx1bNvbfhxzcDW/fASOnQGy8/9YrQaWmIwIAnHNzgbknue4OHNvsNAsYXGWZrkC0mc0DYoHxzrmpVVdkZqOB0QCJiYknWYZI+Pk6I5uHPk4nfVceaZ3O4NXb0kjt2ML/H/TyvTBzHuSMhfun+X/9EhRqFQSnqLorU1UHs6kPDASG4bv4vNDMFjnnNhzzJucmAZMA0tLSNCCORKzMffk8+sk6PkvfQ8IZjXjh5v5c1ceDC8EPt4HNBTD1EJQB89+E9I8guQn8UQfu4cbLIMjC12HdEQn8501oWfguEBcABWa2AN9NbBsQkaMOHCph/JyNTF24hZjoKP77Ct8dwZ6NDTB2JYwZAWVLfV/fyoDCnjB2ujefJwHlZRAsAbqYWTKwAxiF75pAZR8AL5hZfXwXoAfju1FNRICSsnJeX7SVZ+dsJO9wCTcOSuTXl3aldazHdwTHtoXUzvDvpb4QiAL6p+g6QZjyLAicc6Vmdg8wC98/o8nOuTVmNqZi/kTnXLqZzQRWAuX4mpiu9qomkVDhnGPu+r088nE6m/YVcN6Zcfzhqh70aFeHXUN3rA+P3Qi58dByDySoGWq4MudC65R7WlqaW7p0aaDLEPHM+t0HefjjtXyxMZvOcU34w1U9uLh7G90QJqfFzJY559Kqm+flqSEROQnZ+UU8PXsD0xZvIzYmmj+P6MmPz+5EdFS9QJcmYU5BIBJgRaVl/O2rLUz4PIPDJWXcdk4SY4d1oUXjBoEuTSKEgkAkQJxzzFi9m8dmpLM99zCX9GjD74b3UM+gUucUBCIBsDJrPw9PT2fxlly6t43ln3cO5rwucYEuSyKUgkCkDu0+UMgTs9bx7vIdxDVtwGPX9eFHaR01RKQElIJApA4cKi5l0oJMXp6fSZlz3DU0hV8MTSE2Rh3DSeApCEQ8VF7ueH/FDp6YuZ7deYVc1bcdv72iu387hhM5TQoCEY8s2ZLLQ9PXsjLrAP0SmvPCzf1JS9IIYRJ8FAQifrY99xDjZqzj41W7aNsshmdu7Mc1/TpQT9cBJEgpCET85GBhCRPmbmLyl5uJqmf86pKujL6gM40aqGsGCW4KApHTVFbueHPJdp6evZ7s/GKuH5DAA5d3o23zEw35LRI8FAQip+HLjdk8/PFa1u0+yFlJLfnb7T3pk9A80GWJnBQFgcgp2LQvn0c/TmfOur10bNmIl24ZwBW926pjOAlJCgKRk7D/UDHPfraRfy7aSkx0FL+9sju3n5Pk3QAxInVAQSBSCyVl5fxj4VbGz9nIwcISRp3lGyAmrqnHA8SI1AEFgcgJOOeYk76XRz9JJzO7gPO7+AaI6d62DgeIEfGYgkDkONJ35fHwx2v5KiOHzq2bMPn2NC7qpgFiJPwoCESq2HewiKdnr+fNJdtp1iiaB0f05BYNECNhTEEgUqGwpIzJX23mxbmbKCwp4/Zzkhk7rAvNGwdRx3AHd8Pbd8DIKRpIXvzG0yAwsyuA8fgGr3/VOTfuOMsNAhYBNzrn3vayJpGqnHNMX7mLcTPWsWP/YS7pEc/vh3enczAOEPPyvTBzHuSMhfunBboaCROeBYGZRQETgEuBLGCJmX3onFtbzXKPA7O8qkXkeFZs389D09eybOv3dG8by79+NphzzgzCAWIebgObC2DqISgD5r8J6R9BchP4495AVychzssjgrOADOdcJoCZTQOuAdZWWe6XwDvAIA9rETnGzv2HeWLmOt5fsZO4pg0Zd10fbgjmAWLGroQxI6BsKTh8YVDYE8ZOD3RlEga8DIIOwPZK01nA4MoLmFkH4FrgYk4QBGY2GhgNkJiY6PdCJXIcKi5l4vxMJi3YRLmDXwxN4RcXnUnThkF+uSy2LaR2hn8v9YVAFNA/RdcJxC+8/Ndf3VcrV2X6WeA3zrmyEzXJc85NAiYBpKWlVV2HSI3Kyx3vLM/iyVnr2XuwiKv7tuM3oTZATMf68NiNkBsPLfdAgu5mFv/wMgiygI6VphOAnVWWSQOmVYRAHDDczEqdc+97WJdEmIWbcnj447Ws2ZlHascWvPTjgQzsdEagyzp5o14PdAUSprwMgiVAFzNLBnYAo4CbKy/gnEs+8tzMpgDTFQLiL1uyC3j0k3Q+XbuH9s1jGD8qlR/0a68bwkSq8CwInHOlZnYPvtZAUcBk59waMxtTMX+iV58tke3AoRKe+3wjUxduoUFUPR64vBt3npesjuFEjsPTK2TOuU+AT6q8Vm0AOOdu97IWCX8lZeW8vmgrz87ZyIHDJdyY1pFfX9aVNrEaIEbkRIK8qYRIzZxzfL5uL498kk7mvgLOPbMVfxjek57t1TGcSG0oCCSkpe/K45GP0/kyI5vOrZvw2m1pXNxdHcOJnAwFgYSkvQcLeWb2BnUMJ+IHCgIJKYUlZbz25WZenJtBUWk5d5ybzC8vPpMWjRsEujSRkKUgkJDgnOOjlbt4vKJjuMt6xvO74T1IjmsS6NJEQp6CQILe8m3f89D0tXy7bT892zXjyRv6ck5KEHYMJxKiFAQStLK+P8TjM9fz0Xc7aRPbkCdG9uX6AQnB2zGcSIhSEEjQySss4cW5m5j81WbqGfzXxWfy8wtTaBLsHcOJhCj9z5KgUVxazj8XbeX5zzey/3AJ1/bvwP2XdaN9i0aBLk0krCkIJOCcc3yyajdPzFrH1pxDnHdmHL+9sju9OzQPdGkiEUFBIAG1bGsuj3yczvJt++kWH8uUOwZxYdfWuiFMpA4pCCQgNmcX8PiMdcxcs5s2sQ15/Po+jBwYxCOEiYQxBYHUqZz8Ip6bs5HXv9lGw/r1uO/Srtx5fjKNG4ToP8WDu+HtO2DkFI0WJiErRP/3Sag5ckfwxHmbOFRSxqhBHbn3kq60jm0Y6NJOz8v3wsx5kDMW7p8W6GpETomCQDxVVu5479sd/PXT9ew6UMglPeL57ZXdObNN00CXdnoebgObC2DqId8YwvPfhPSPILkJ/HFvoKsTOSkKAvGEc44FG7N5fMY61u7Ko19Cc569MZXBnVsFujT/GLsSxoyAsqW+kbjLgMKeMHZ6oCsTOWkKAvG75du+54mZ61iUmUvHlo147qb+XN2nHfXC6UJwbFtI7Qz/XuoLgSigf4quE0hIUhCI32TsPciTs9Yza80e4po24H9/0IubzkqkQf0w7Rq6Y3147EbIjYeWeyBBQ2FKaFIQyGnbsf8wz87ewDvLs2jcoD6/vrQrd56XHP5dQox6PdAViPiFp/9TzewKYDy+A+dXnXPjqsy/BfhNxWQ+cJdz7jsvaxL/yS0o5sW5GUxdtBUc/PTcZH5x0Zm0bKKxAURCiWdBYGZRwATgUiALWGJmHzrn1lZabDNwoXPuezO7EpgEDPaqJvGPgqJSXvtyM5MWZHKouJTrByRw76Vd6aA+gURCkpdHBGcBGc65TAAzmwZcAxwNAufc15WWXwQkeFiPnKai0jKmLd7O859vJDu/mMt6xvPA5d3oEh8b6NJE5DR4GQQdgO2VprM48bf9O4EZ1c0ws9HAaIDExER/1Se1VFJWztvLsnjh8wx27D/M4OSWTLq1OwMSzwh0aSLiB14GQXVtBV21C5pdhC8IzqtuvnNuEr7TRqSlpVW7DvG/0rJy3l+xk+fmbGRb7iH6dWzBY9f14fwuceoUTiSMeBkEWUDHStMJwM6qC5lZX+BV4ErnXI6H9UgtlZU7pq/cyfjPNpKZXUCv9s147bY0Lu7eRgEgEoa8DIIlQBczSwZ2AKOAmysvYGaJwLvAT5xzGzysRWqhvNwxa81unvlsAxv25NMtPpaJPx7I5b3iFQAiYcyzIHDOlZrZPcAsfM1HJzvn1pjZmIr5E4H/AVoBL1b8oSl1zqV5VZNUzznHnPS9PD17A2t35ZHSugnP39Sfq8LtbmARqZY5F1qn3NPS0tzSpUsDXUZYKC93fLp2N89/nsGanXkktWrM2Eu68IN+HTQugEiYMbNlx/uiHea3fkp1ysodH6/axYTPM1i/5yDJcU14cmRfru3fgfpRId4dhMYHEDlpCoIIUlJWzgcrdvLi3Awyswvo0qYp40elcnXf9uFzBKDxAUROmoIgAhSVlvHOsh28ND+D7bmH6dmuGS/dMoDLe7UNn2sAGh9A5JQpCMJYXmEJb3yzjb99tYXdeYX069iCB0f0Cs9moBofQOSUKQjC0O4Dhfztq83865ttHCwq5ZyUVjwxsm943wim8QFETpmCIIxs2HOQSQsy+WDFDsrKHcP7tOPnF6TQJ6F5oEurGxofQOSUKAhCnHOObzbnMmlBJp+v20tMdD1uPiuRn53fmY4tGwe6vLql8QFETomCIEQVlpTx4Xc7mfLVFtbuyqNlkwb8+tKu/OTsTpyh8QBE5CQoCELMzv2H+eeirbyxeBvfHyqha3xTHrm2N9cPSCAmWqdCROTkKQhCgHOOxZtz+fvCLcxaswfnHJf0iOf2c5MY0rlV+F4AFpE6oSAIYjn5Rby7fAfTlmxj074CmjeK5mfnJfPjsztF3vl/EfGMgiDIlJc7vt6UwxtLtvHpmt2UlDkGJLbgiZF9GdG3PY0ahNjpH3X5IBL0FARBYlvOIT5YsYO3lmWxLfcQLRpH8+OzO3HTWYl0DeWhINXlg0jQUxAEUE5+ER+v2sX73+5g+bb9AJzduSX3XdaVy3u1De2Lv+ryQSRkKAjqWEFRKZ+l7+H9b3ewYGM2ZeWO7m1j+c0V3flBans6tGgU6BL9Q10+iIQMBUEdyC0o5rO1e5i1ZjdfZGRTXFpO++Yx/Oz8ZH6Y2oEe7ZoFukT/U5cPIiFDQeAB5xwb9uSzYMM+Pkvfw5ItuZQ76NCiEbcMTuSKXm0ZlNQyfHr+PB51+SASEhQEfpJbUMzXm7JZsGEfCzZkszuvEICu8U25+6IzubxXW3q1bxb4Nv912YpHXT6IhAQFwSlwzrE99zBLtuQe/dm0rwCAZjH1Oa9LHBd2bc35XVrTPtjO+asVj4hU4WkQmNkVwHh8Z4hfdc6NqzLfKuYPBw4BtzvnlntSTG2+CVezTFm5Y3N2AWt2HmDtrjzW7vT95BQUA74//GlJLbl+YAKDk1vRL6F57Yd7rMtv52rFIyLH4VkQmFkUMAG4FMgClpjZh865tZUWuxLoUvEzGHip4tH/qvkm7JzjYFEpufnF5BQU0+G1McR/NZf01XfwZO8H2ZpziO3fH6KkzAEQHWV0jY9lWI829OnQnEHJLenaJvbUz/XX5bdzteIRkePw8ojgLCDDOZcJYGbTgGuAykFwDTDVOeeARWbWwszaOed2+a2K43wTLurYiD4l/6C4rJx1DW8jKevw0WV6LpjB326dT0liY/563hec2aYpvdo3I6V1UxrU98Pg7oH4dq5WPCJyHF4GQQdge6XpLP7z2351y3QAjgkCMxsNjAZITEw8uSoqvgm7sqWYA1cGO3cnM+WyF7ijWTxxTRoyJ2o2FzxzB03Lvju6jBX2JPrX0/mtF38oA/XtXK14RKQaXgZBdedL3Cksg3NuEjAJIC0t7T/mn1DFN2Gr+CZsUdDhot784cahxy73dTf44Lujy3j6bTlQ387VikdEquFlEGQBHStNJwA7T2GZ01ebb8J1/W1Z385FJEiY7/S8Bys2qw9sAIYBO4AlwM3OuTWVlrkKuAdfq6HBwHPOubNOtN60tDS3dOlST2oWEQlXZrbMOZdW3TzPjgicc6Vmdg8wC9/Jj8nOuTVmNqZi/kTgE3whkIGv+egdXtUjIiLV8/Q+AufcJ/j+2Fd+bWKl5w6428saRETkxPzQFlJEREKZgkBEJMIpCEREIpyCQEQkwnnWfNQrZrYP2HqKb48Dsv1YTiBpW4JTuGxLuGwHaFuO6OSca13djJALgtNhZkuP14421GhbglO4bEu4bAdoW2pDp4ZERCKcgkBEJMJFWhBMCnQBfqRtCU7hsi3hsh2gbalRRF0jEBGR/xRpRwQiIlKFgkBEJMKFZRCY2RVmtt7MMszst9XMNzN7rmL+SjMbEIg6a6MW2zLUzA6Y2YqKn/8JRJ01MbPJZrbXzFYfZ34o7ZOatiVU9klHM5trZulmtsbMxlazTEjsl1puS6jslxgzW2xm31Vsy/9Ws4x/94tzLqx+8HV5vQnoDDQAvgN6VllmODAD3whpZwPfBLru09iWocD0QNdai225ABgArD7O/JDYJ7XcllDZJ+2AARXPY/GNHxKq/1dqsy2hsl8MaFrxPBr4Bjjby/0SjkcEZwEZzrlM51wxMA24psoy1wBTnc8ioIWZtavrQmuhNtsSEpxzC4DcEywSKvukNtsSEpxzu5xzyyueHwTS8Y0ZXllI7JdabktIqPhd51dMRlf8VG3V49f9Eo5B0AHYXmk6i//8B1GbZYJBbescUnEYOcPMetVNaX4XKvuktkJqn5hZEtAf37fPykJuv5xgWyBE9ouZRZnZCmAvMNs55+l+8XRgmgCxal6rmqa1WSYY1KbO5fj6EMk3s+HA+0AXrwvzQKjsk9oIqX1iZk2Bd4B7nXN5VWdX85ag3S81bEvI7BfnXBmQamYtgPfMrLdzrvI1Kb/ul3A8IsgCOlaaTgB2nsIywaDGOp1zeUcOI51vRLhoM4uruxL9JlT2SY1CaZ+YWTS+P5yvO+ferWaRkNkvNW1LKO2XI5xz+4F5wBVVZvl1v4RjECwBuphZspk1AEYBH1ZZ5kPg1oor72cDB5xzu+q60FqocVvMrK2ZWcXzs/Dt05w6r/T0hco+qVGo7JOKGl8D0p1zTx9nsZDYL7XZlhDaL60rjgQws0bAJcC6Kov5db+E3akh51ypmd0DzMLX6mayc26NmY2pmD8R3zjKw4EM4BBwR6DqPZFabstI4C4zKwUOA6NcRbOCYGJmb+BrtRFnZlnAn/FdBAupfQK12paQ2CfAucBPgFUV56MBfg8kQsjtl9psS6jsl3bA380sCl9Y/ds5N93Lv2HqYkJEJMKF46khERE5CQoCEZEIpyAQEYlwCgIRkQinIBARiXAKAhGRCKcgkIhlZq0qdUm828x2VDzPN7MXPfi8KWa2+Uh78IrpkdUsl3KkDn/XIFKdsLuhTKS2nHM5QCqAmT0I5DvnnvL4Yx9wzr1dQ12b8PUzoyCQOqEjApEqzDeAyfSK5w+a2d/N7FMz22Jm15nZE2a2ysxmVvRvg5kNNLP5ZrbMzGadRJfAF5jZ12aWWd3RgUhdUBCI1CwFuApfH/D/BOY65/rg66bgqooweB4Y6ZwbCEwGHqnlutsB5wFXA+P8XbhIbejUkEjNZjjnSsxsFb4+n2ZWvL4KSAK6Ab2B2RV9mkUBte0A7H3nXDmw1szi/Vq1SC0pCERqVgTgnCs3s5JKHZWV4/s/ZMAa59yQU113her6mBfxnE4NiZy+9UBrMxsCvn7xg3n0K5GqFAQip6liPOmRwONm9h2wAjgnoEWJnAR1Qy1SR8xsCjC9puajlZbPd8419bYqER0RiNSlA8BDR24oO54jN5QBe+qkKol4OiIQEYlwOiIQEYlwCgIRkQinIBARiXAKAhGRCPf/AbvHpKBjWvMBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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q3gtAhzZRjE6P55b0BMakx5OW0Dakh/2HIgW8iBwXr9eyekcZX2/YxVc/FLNs225qPZboqBaMSovnyhEpnNYrnn6dY5vdwKJgo4AXkWMqKKviqw3FfL1hF99sKGb3vloAMrrEcuPpPRnbO4FhqR1CaqbF5kABLyI/sr/Gw6LNJXy9YRdfbyjmh0LfBF2JMa0465QkxvZOZEyvBBJjdC96MFPAiwjWWnKLK/liXTFf/lDM4i2l1NR5aRnZglFpHZk4LJkzeidySucY9aOHEAW8SDNVVethYW4JX6wv4ov1RWwv9a1a1KdTO645tQdn9ElkZGpHWrdUt0uoUsCLNCPbS/f5An1dEd/lllBd56V1VARjesVz09h0zjoliW66fTFsKOBFwlhNnZesLaX+VnrxwcUuesS34ZdD2vCLgr8QfdUMojt0dblScYICXiTMlO6t4f/WFfHZ2kK+2biLyuo6Wka0YFTPjlw5MoWzT0kiLaEtPDkZ5n0L++8M6kWw5cQp4EXCwOZde/lsbSHz1xaStbUUr/UtGD1+cFfO6uu746VtK/+ve5Avgi2Bo4AXCUFeryV7+x7mry3ks5zCg10vp3SO4bazenFeRmcGdIut/46XIFsEW5yjgBcJEVW1Hr7ZsIv5awv5fF0huypriGhhGJXWkf8clcK5/TrRvWObY+/IxUWwpWkp4EWC2J59NcxfW8inawv5ekMxVbVe2rWK5My+ifwkoxPj+iQR1+YEptVtokWwxV0KeJEgU1JZzadrC/lo1U4W5pZQ57V0iYtm0rDunJfRiVN7xtMyssXJHcShRbAluCjgRYJAYXkVn6wp4KNVO1m82fchaY/4Ntx4RhoXDOjC4OQ4jSCV46aAF3FJ3u59zFtdwMerC1i2bTfWQq+kdtx6Vi/OH9CZjC5H+ZBUpJEU8CJNKH/Pfj5cuYMPV+5kRV4Z4Fuq7o5z+3DBgM707hTjcoUSThwLeGNMNPAV0Mp/nDnW2j85dTyRYFVcUc3Hq3fyr+U7yNq6G4BByXH87vxTuGBAZ1IT2rpcoYQrJ1vw1cDZ1tpKY0wU8I0x5mNr7fcOHlMkKJTtq+WTNQW8v3IH327chddC304x3P2TPowf3JUe8Qp1cZ5jAW+ttUCl/9so/5d16ngibttbXcdnOYW8v2InX/5QRK3H0iO+Db8a14vxg7vSt7O6X6RpOdoHb4yJAJYCvYC/W2sXOXk8kaZW6/Hy1Q/FzM3O5/OcIvbXeugcG821o1O5JLMrA7vp7hdxj6MBb631AJnGmPbAXGPMAGvt6kO3McZMAaYApKSkOFmOSEBYa1mdX87by/J4f8UOSvbW0LFtS/5jWDfGD+rKiNSOWotUgkKT3EVjrd1jjFkAnA+sPuK96cB0gOHDh6sLR4LWzrL9vJu9g3eW5bGhqJKWES04NyOJCUOSObNvIlERJzn4SCTAnLyLJhGo9Yd7a+Bc4DGnjifihL3VdcxbXcDc7Hy+zd2FtTC8RwcevnwAFw/semLTBIg0ESdb8F2Af/r74VsAb1prNV2dBD1rLVlbdzN7yXY+WrWTfTUeundszW/O7s3lQ7rptkYJGU7eRbMSGOLU/kUCrbiimneW5TE7azubivfStmUElwzuysRhyQzr0UEflkrI0UhWadbqPF6+2lDM7CXb+TyniDqvZXiPDtwyMZ2LBnWhTUv9ikjo0n+90ixtK9nHm1nbeWvpdgrLq0lo15IbT09j0vDu9Epq53Z5IgGhgJdmo87j5bOcIl77fivfbNxFCwNn9knkz5ekcE6/JN0FI2FHAS9hr6i8illLtvPGom0UlFfRNS6aO8/rw6ThyXSJa+12ef9WUQBzroeJr2h1JQkIBbyEJWst328q5bXvt/LJmgLqvJaxfRJ58NL+nH1KEpHB2Fp//naYtwBKpsLds9yuRsKAAl7CSnlVLXOX5fPq91vZWFRJXOsorh+TylWjepAWrLc3PpQEm/fCjH2+NVK/nA0570NaW7ivyO3qJIQdM+CNMVHW2tojXkuw1u5yriyR47OxqJKXv93M3Ox89tV4GJwcxxMTBzF+cFeio4J8vdGpK+Hm8eDJ8k3H5wGqMmCqho3IyTlqwBtjzgJeBVoZY7KBKdbaLf63PwWGOl+eyNFZa/l6wy5e+nYzC9YX0zKyBZcM7srVp/ZgcPf2bpfXeDGdIbMnvJnlC/cIYEi6+uHlpDXUgn8c+Km1do0xZiIw3xhztX8+d434ENdU1XqYm53PS99sZkNRJQntWnHHuX34z1NTSGjXyu3yTkz3SHjkCijtBB0LITnI/+qQkNBQwLe01q4BsNbOMcbkAO8YY36P5nUXFxSVVzFj4VZeX7SV3ftqyegSy5OTBjN+cBdaRYZ4IE5+3e0KJAw1FPC1xpjO1toCAH9L/hzgAyC9SaoTATYWVfD8l5t4d3k+dV7Luf06cePpaYxK66jpA0Qa0FDA/x7oBBQceMFam2eMGQfc6mxZIrBs226eW5DLp2sLiY5qwZUjU7jx9DQtdyfSSEcNeGvtZ3Bw8exe+Lplcq21e4CHm6Q6aXastSz4oZjnFuSyaHMpca2j+M3Zvbj2tFTiQ7V/XcQlDd1FEwlMA24AtuKb8jfZGPMy8Mcjb50UORl1Hi8frtrJ/y7IZV1BBV3iornvon5cOTKFtq00XEPkRDT0m/MEEAOkWWsrAIwxscCT/q+pzpcn4a7W42Xusnye/WIj20r30TupHU9OGswlg7vSMjIIR5uKhJCGAv5ioI+19uAdM9bacmPMLcA6FPByEmrqvLyzLI+/L9jI9tL9DOwWx/Srh3Fuv05az1QkQBoKeHtouB/yoscYo9sk5YTU1HmZszSPv3+xkfw9+xmcHMefL+nPWX2TdEeMSIA1FPBrjTHXWGtnHPqiMebn+FrwIo1WXefhraw8/ndBLvl79pPZvT0PXT6AcX0SFewiDmko4H8NzDHG3AAsxXcXzQigNXB5E9QmYaDO4+XtZXk8/dkGdpRVMTSlPdMmDGRs7wQFu4jDGgr496y1Q/2DmzLwTU/wsbX286YpTUKZtZaPVxfw5Kfr2VS8l8zu7Xls4iBO76VgF2kqDQW8AfAHukJdGu2bDbt4/JN1rMwro3dSO6ZfPYzzMjop2EWaWEMBn2iMufNob1prn3KgHglhy7fv4fF56/gut4Ru7Vvz5KTBXD6kGxG6K0bEFQ0FfATQDs0cKcewsaiSJz9Zz7w1BcS3bcmfxmdw1aiU0J8ATCTENRTwO621DzZZJRJydu+t4W+f/cBri7bROiqCO8/rww2np9FOI09FgsIx++BFjlRT52XGwi38z+cbqKyu46pRKdx+bp/QnYtdJEw1FPDnNFkVEhKstXyyppBHPs5ha8k+xvVN5A8X9qNPpxi3SxORejQ0m2RpUxYiwW3NjjIefH8tizaX0jupHf+8YSRn9kl0uyznVBTAnOth4itaOk9CljpLpUFl+2t56tP1vPr9Vtq3aclDlw1g8ojuREaE+URgz98O8xZAyVS4e5bb1YicEAW81MvrtcxZmsdj89axe18NPz+1B3ed15e4NlFul+ash5Jg816Ysc+3APaXsyHnfUhrC/cVuV2dyHFRwMuPrM4v4/73VpO9bQ/DenRgxqUj6d81zu2ymsbUlXDzePBk+Sbn8ABVGTD1A7crEzluCng5qGx/LU98so7XF20jvm1Lnpw0mAlDujWv6XtjOkNmT3gzyxfuEcCQdPXDS0hyLOCNMd2BGUBnwAtMt9Y+7dTx5MQdmDfmT/9aQ0llNdeOTuWO8/oQ1zrMu2OOpnskPHIFlHaCjoWQrAFbEpqcbMHXAXdZa5cZY2KApcaY+dbatQ4eU47Tjj37+a/31vBZTiH9u8by0rUjGJjcTLpjjmby625XIBIQjgW8tXYnsNP/vMIYkwN0AxTwQcDjtbz2/VYen7cOj7X84cJTuGFMWvjfHSPSjDRJH7wxJhUYAiyq570pwBSAlJSUpiin2VtfUMHv31lJ9rY9nNE7gYcvG0hKfBu3yxKRAHM84I0x7YC3gdutteVHvm+tnQ5MBxg+fLiWAnRQncfL819t4m+f/UBMdBR/vWIwl2V20zS+ImHK0YA3xkThC/fXrbXvOHksadjGokruemsFK7bv4aKBXXjw0v7Ea+4YkbDm5F00BngRyNHc8e7xeC0vf7uZJz5ZT+uWETxz5RDGD+7qdlki0gScbMGPAa4GVhljlvtf+4O19iMHjymH2Fqyl7vfWsGSLbs5t18npk0YQFJMtNtliUgTcfIumm/QlMOusNbyxuJtPPRBDpERhv+eNJgJQ9XXLtLcaCRrmNmzr4bfvb2ST9YUckbvBB6fOIguca3dLktEXKCADyPfbyrhjtnL2VVZzX0X9eOGMWnNa5oBETmMAj4M1Hm8PP35Bp79YiNp8W2Z+6sxDOjWzEejiogCPtRtL93H1FnZLNu2h0nDknngkv601ZqoIoICPqR9vGonv52zEkC3P4rIjyjgQ1Ctx8vj89bxwtebyezenmeuHEL3jppqQEQOp4APMUXlVdz2RjaLt5Ry7ege/PGiDFpGaoIwEfkxBXwIWby5lFvfWEZlVR1/uyKTy4Z0c7skEQliCvgQYK3lxW8288jH6+jRsQ2v3TiKvp1j3C5LRIKcAj7I7a2u47dzVvLhqp2c378zT0waREx0M11pSUSOiwI+iOXt3scv/pnFD4UV3HvBKUwZ21PTDYhIo+nTuSC1ZEsplz77Lfl79vPy9SO56cz05h3uFQXw8gVQUeh2JSIhQwEfhGYv2cZVL3xPbOso3r11DGf2SXS7JPc9fzu8vgCen+p2JSIhQ100QcTjtUz7KIcXv9nMGb0TePbKocS1aeb97Q8lwea9MGMfeIAvZ0PO+5DWFu4rcrs6kaCmFnyQ2FdTx02vZvHiN5u57rRUXr5uhMIdYOpKqMrwhbvF91iVAVNXuVyYSPBTwAeB4opqrpz+Pf+3rog/X9KfBy7pT2SELg0AMZ0hsydE4FtdIAIYkg4xnVwuTCT4qYvGZbnFlVz38mKKK6p5/urhnJeh4PqR7pHwyBVQ2gk6FkJyhNsViYQEBbyLFm8u5ZczsoiKMMyaMprM7u3dLik4TX7d7QpEQpIC3iXzVu/kNzOXk9yxNa9cN5KUeE0WJiKBpYB3wewl27j3nVVkdm/Pi9eOoEPblm6XJCJhSAHfxJ7/MpdHPl7H2D6JPPfzobRpqUsgIs5QujQRay2PzVvPc1/mcvGgLjz1s0xN8ysijlLANwGP13Lfu6uYuXg7V41K4S+XDiBCi2GLiMMU8A6r83i5880V/GvFDm47qxd3/aRP855TRkSajALeQbUeL7fPWs6Hq3by2/P78qtxvdwuSUSaEQW8Q2rqvPxmZjbz1hTwhwtPYcrYdLdLEpFmRgHvgJo6L7e+sYz5awu5/+IMbjw9ze2SRKQZUsAHWHWdh1+9tozP/fPKXHtaqtsliUgzpYAPoFqPl1tf94X7Q5cN4Oen9nC7JBFpxnQjdoDU+T9Q/SyniL8o3EUkCDgW8MaYl4wxRcaY1U4dI1h4vZbfvu1bGPuPF/bjaoW7iAQBJ1vwrwDnO7j/oGCt5f73VvPOsnzuPK8Pvxzb0+2SREQABwPeWvsVUOrU/oOBtZaHPszh9UXbuPnMdH59tu5zF5Hg4XofvDFmijEmyxiTVVxc7HY5x+Vvn204uMTe787vqxGqIhJUXA94a+10a+1wa+3wxMREt8tptFe/38rTn29g4rBk/uviDIW7iAQd1wM+FH20aif/9d5qzjkliUcnDKSFJg4TkSCkgD9OC3NLuH3WcoZ0b8+zVw1tvotjVxTAyxdARaHblYjIUTh5m+RMYCHQ1xiTZ4y50aljNZU1O8qYMiOLlPg2vHTdCFq3bMaLPz9/O7y+AJ6f6nYlInIUjo1ktdZe6dS+3bC9dB/XvbyEdtGRzLhhJO3bNNNl9h5Kgs17YcY+8ABfzoac9yGtLdxX5HZ1InKIZtq/cHz27Kvh2pcXU1PnZcYNI+navrXbJbln6kqoyvCFu8X3WJUBU1e5XJiIHEkBfwzVdR6mvLqUvNL9vHDNcHp3inG7JHfFdIbMnhABGHyPQ9IhppPLhYnIkTTZWAOstfz+7VUs3lzK05MzGZnW0e2SgkP3SHjkCijtBB0LIbkZfxYhEsQU8A3462cbmJudz13n9eHSzG5ulxM8Jr/udgUi0gjqojmKOUvz+J/PNzBpWDK3aQoCEQlBCvh6fJe7i3vfWcmYXvFMmzBQo1RFJCQp4I+wZddebnltGanxbfnHfw4jqrkOZBKRkKf0OkR5VS03/nMJLQy8eO0I4lpHuV2SiMgJ04esfh6v5Tczs9laso9XbxxFSnwbt0sSETkpCni/Rz/OYcH6YqZdPpDR6fFulyMictLURQO8mbWdF772zet+1agUt8sREQmIZh/wWVtK+ePcVZzeK4H7LurndjkiIgHTrAM+b/c+bnp1Kckd2vD35jz1r4iEpWabaHur6/jljKXUeLy8cM1w4trojhkRCS/NMuCttdwzZwXrC8p59qqh9Epq53ZJIiIB1ywD/vmvNvHRqgJ+d/4pnNkndNaBFRE5Hs0u4L/eUMzj89Zx0aAuTBnb0+1yREQc06wCfnvpPn49M5veSTE8/h+DwmuOGa2RKiJHaDYBv7/Gw02vLsXrtTx/9TDatgqzMV5aI1VEjhBmKVc/ay1/mLuKnIJyXrp2BKkJbd0uKXC0RqqIHEWzaMG/+v1W5mbnc8e5fTjrlCS3ywksrZEqIkcR9gG/dkc5D32Yw1l9E7ntrDBcuENrpIrIUYR1F82+mjp+PXMZca2jeHLSYFq0CKMPVQ+lNVJFpB5hHfB/+WAtm3bt5bUbRxHfrpXb5ThHa6SKSD3Ctovmo1U7mbl4OzeNTWdMrwS3yxERaXJhGfC7Kqu5951VDE6O466f9HG7HBERV4RlwE/7MId9NXU8OWmw1lQVkWYr7NLvu9xdvJOdz01j0+ndKcbtckREXBNWAe/1Wh76IIfkDq257WyXb4nU1AEi4rKwCviPVxewdmc5d57Xh+gol28V1NQBIuKysLlNss7j5b/nr6d3UjsuzezmXiGaOkBEgoSjLXhjzPnGmPXGmI3GmN87dqCKAoqfOYeK4nzu+kkfIuob0NRUXSaaOkBEgoRjAW+MiQD+DlwAZABXGmMynDhW+dO30en9hTy3dwY/7d+5/o2aqstEUweISJBwsotmJLDRWrsJwBgzC7gUWBuwI/i7Q2L93SHDvvoU9rU7vDvEjS4TTR0gIkHAyYDvBmw/5Ps8YNSRGxljpgBTAFJSUo7vCFNX4plyMS08SzGHdYd8cNg23DwePFlHdJl8UP8+A0FTB4hIEHCyD76+mb3sj16wdrq1dri1dnhi4nGujxrTmYih6ZiGukPUZSIizZSTLfg8oPsh3ycDOwJ+lMZ0h6jLRESaIScDfgnQ2xiTBuQDk4GrAn6UxnSHqMtERJohxwLeWltnjLkN+ARfx8hL1to1Th1PREQO5+hAJ2vtR8BHTh5DRETqF1ZTFYiIyL8p4EVEwpQCXkQkTCngRUTClLH2R2OPXGOMKQa2nuCPJwC7AliOm8LlXMLlPEDnEozC5Tzg5M6lh7W23lGiQRXwJ8MYk2WtHe52HYEQLucSLucBOpdgFC7nAc6di7poRETClAJeRCRMhVPAT3e7gAAKl3MJl/MAnUswCpfzAIfOJWz64EVE5HDh1IIXEZFDKOBFRMJUSAX8sRbxNj7/439/pTFmqBt1NkYjzmWcMabMGLPc//VfbtR5LMaYl4wxRcaY1Ud5P5SuybHOJVSuSXdjzBfGmBxjzBpjzI8WIg6V69LIcwmV6xJtjFlsjFnhP5c/17NNYK+LtTYkvvBNOZwL9ARaAiuAjCO2uRD4GN/aTacCi9yu+yTOZRzwgdu1NuJcxgJDgdVHeT8krkkjzyVUrkkXYKj/eQzwQwj/rjTmXELluhignf95FLAIONXJ6xJKLfiDi3hba2uAA4t4H+pSYIb1+R5ob4zp0tSFNkJjziUkWGu/Akob2CRUrkljziUkWGt3WmuX+Z9XADn41kg+VEhcl0aeS0jw/1tX+r+N8n8deZdLQK9LKAV8fYt4H3mhG7NNMGhsnaP9f859bIzp3zSlBVyoXJPGCqlrYoxJBYbgay0eKuSuSwPnAiFyXYwxEcaY5UARMN9a6+h1cXTBjwBrzCLejVroOwg0ps5l+OaYqDTGXAi8C/R2ujAHhMo1aYyQuibGmHbA28Dt1tryI9+u50eC9roc41xC5rpYaz1ApjGmPTDXGDPAWnvoZz4BvS6h1IJvzCLeTbPQ98k7Zp3W2vIDf85Z38pYUcaYhKYrMWBC5ZocUyhdE2NMFL5AfN1a+049m4TMdTnWuYTSdTnAWrsHWACcf8RbAb0uoRTwBxfxNsa0xLeI97+O2OZfwDX+T6JPBcqstTubutBGOOa5GGM6G2OM//lIfNeqpMkrPXmhck2OKVSuib/GF4Eca+1TR9ksJK5LY84lhK5Lor/ljjGmNXAusO6IzQJ6XUKmi8YeZRFvY8zN/vefw7f+64XARmAfcL1b9TakkecyEbjFGFMH7AcmW//H7MHEGDMT310MCcaYPOBP+D48CqlrAo06l5C4JsAY4Gpglb+/F+APQAqE3HVpzLmEynXpAvzTGBOB739Cb1prP3AywzRVgYhImAqlLhoRETkOCngRkTClgBcRCVMKeBGRMKWAFxEJUwp4EZEwpYCXsGOMiT9k6tgCY0y+/3mlMeYfDhzvFWPM5gP3M/u/n1jPdukH6gh0DSL1CZmBTiKNZa0tATIBjDEPAJXW2icdPuw91to5x6grF988JAp4aRJqwUuzYXwLQ3zgf/6AMeafxphPjTFbjDETjDGPG2NWGWPm+ec/wRgzzBjzpTFmqTHmk+OYunWsMeY7Y8ym+lrzIk1BAS/NWTpwEb45uF8DvrDWDsQ33P0if8g/A0y01g4DXgIebuS+uwCnAxcDjwa6cJHGUBeNNGcfW2trjTGr8M0JNM//+iogFegLDADm++eyigAaO/HTu9ZaL7DWGNMpoFWLNJICXpqzagBrrdcYU3vIBFVefL8bBlhjrR19ovv2q2+ObxHHqYtG5OjWA4nGmNHgm5c8mFcLEjmSAl7kKPzr5U4EHjPGrACWA6e5WpTIcdB0wSInyRjzCvDBsW6TPGT7SmttO2erElELXiQQyoC/HBjodDQHBjoBhU1SlTR7asGLiIQpteBFRMKUAl5EJEwp4EVEwpQCXkQkTP1/Q1kbgch7AFUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bcku3xvoQeBpCIggiIyNp0qRJoMsQEY/l5DrenhfP37/eQHTNSnxwZzda168a6LKCXkgEgYiEvr2ph3lwUiw/xO/jmo71ef7adlQur39h/qCfooiUej/F72PYpFhSDmXx8nXtuCGmkQ4F+ZGCQERKrZxcxxv//YW3vvmFprUq8fE93WlRNzwnj/GSgkBESqXElAyGTlzOgk37ua5zQ567pg0Vy+lflhf0UxWRUuf7X/by4KRY0g/n8OqA9lwf0yjQJYU0z0YfNbNGZjbPzNaa2WozG1bAOmZmb5pZvJnFmVlnr+oRkdIvOyeX175azx3vL6JGpXLMGNJbIVACvGwRZAMPO+eWmVkVYKmZzXXOrcm3zuVA87yv7sA7ed9FJMzsTs5g6ITlLNqynxtjGjHi6jZUKBe+8wiXJM+CwDm3C9iVdzvVzNYCDYD8QdAP+ND5xkJYYGbVzaxe3nNFJEzMX5/IQ5NXkJGVwz9u7Mg1nRoEuqSwUiLnCMwsGugELDxuUQNge777CXmPHRMEZnYvcC9A48aNPatTREpWdk4u//j6F0bNi6dl3Sr889bONKtdOdBlhR3Pg8DMKgOfAsOdcynHLy7gKb8ZKc05NwYYA775CPxepIiUuMRU36GgBZv2c1NX36GgqEgdCgoET4PAzCLxhcA459zUAlZJAPKfCWoI7PSyJhEJvJ827mPohFjSD2fz+vUduK6LxsQKJC+vGjLg38Ba59zIE6w2A7gj7+qhHkCyzg+IhK7cXMeob37htn8tpFqFsnw2pLdCoBTwskXQG7gdWGlmsXmP/QVoDOCcGw3MAvoC8cBB4C4P6xGRANqfnsmDk2L5dsNe+nWsz4vXtqOSxgoqFby8augHCj4HkH8dBwz2qgYRKR2Wbv2VIeOXkZSWqWGjSyHPDg2JiDjn+Nf3m7jx3Z+JjCjD1Pt7cWt3TSNZLKm74YPLIXWP319a7TIR8UTyoSwenbKCOWv2cGmbM3llQAdNJn863h0Os+dD0jB4ZKJfX1pBICJ+tzIhmfvHL2XXgQyeurI1d/eOViuguJ6vA5vT4cODkAN8OwnWfg5NKsGTiX55Cx0aEhG/cc7x8YKtXPfOT2TnOCbd15N7zm2iEDgdw+Igo7UvBBy+7xmtYdhKv72FWgQi4hdph7P5y9SVzFixkz4tajPyho7UqFQu0GUFvyp1oWNTmLzEFwIRQKdmUOVMv72FgkBETtv63akMGreULfvSefTSFgy6oBllyqgV4DeNysLfboT9Z0KNPdDQvz2wFQQiclo+WZrAk9NXUrl8JB//sTu9mtUKdEmh56Zxnr68gkBEiiUjK4dnPlvNpCXb6dG0Bm/e3Ik6VaICXZYUg4JARE7Zpr1p3D9uGet2p/LARWcz/HfnEKFDQUFLQSAip2Rm3E7+/Ekc5cqWYexdXenTok6gS5LTpMtHRaRIDmfn8Mxnqxgyfjkt6lbhi6HnKQSKw8MewsWlFoGIFGr7/oMMGb+MFQnJ/PHcJvz58pZERuhzZLF42EO4uBQEInJS89YlMnxSLLnOMfq2LlzWtm6gSwpOJdBDuLgU6SJSoJxcx8g567lr7GLqV6/AzAfOVQicjhLoIVxcCgIR+Y2ktMPc+cEi3vwmnuu7NGTa/b04q2alQJcV3I70EI7AN0C/Bz2Ei0uHhkTkGMu2/crgcctISs/k5evacWPXxoEuKXR43EO4uBQEIgL4Boz78OetPP/FGupWi2LqoF60bVAt0GWFFo97CBeXgkBESD+czWNTV/L5ip38rlUdXr++I9Uqau6AcKEgEAlz8YmpDPx4GZv2pmnAuDClIBAJY5+v2MmfP42jQmQEH93Tnd5na8C4cKQgEAlDmdm5/O3LtXzw4xa6nHUG/7ylM3WracC4cKUgEAkzu5IPMXjcMpZtO8DdvZvweF/1Eg53CgKRMPJj/D6GTlhORlYOo27pxJXt6we6JCkFFAQiYSA31/H2/HhGzt1As9qVeee2Lpxdp3Kgy5JSQkEgEuKSD2bx4ORYvlmXyNUd6vO3/u2oVF5/+vI/+m0QCWErE5IZNG4pe1IyeLZfG27vcRZmujRUjqUgEAlBzjkmLd7O0zNWU6tSOSbf15NOjc8IdFlSSnl2qYCZvW9miWa26gTL+5hZspnF5n097VUtIuHkUGYOj34Sx2NTV9K9SQ1mDj1PISAn5WWLYCwwCvjwJOt875y70sMaRMLKln3pDBq3jLW7Uhh6cXOGXdxccwlLoU4aBGbWwzm3oDgv7Jz7zsyii1WViJyyr1bv5pHJK4iIMD64qysXahpJKaLCDg29Y2bvmll1j96/p5mtMLMvzazNiVYys3vNbImZLdm7d69HpYgEp+wcXy/h+z5aSpPalfh8yLkKATklhQVBF2AtsMjMbvfzey8DznLOdQDeAqafaEXn3BjnXIxzLqZ27dp+LkMkeCWmZnDrvxby7rebuLV7Y6YM7EmjGhUDXVZwKYWTyZe0kwaBcy7XOfcP4BpglJmlmlnKke+n88bOuRTnXFre7VlApJlpxCuRIlq0eT9XvvkDKxIOMPKGDrxwbTvKly0dE50ElXeHw7j58O6wQFcSMIWeLDaze4DHgCeAfzrnnD/e2MzqAnucc87MuuELpSR/vLZIKHPO8a/vN/PS7HU0rlGRD+/pRsu6VQNdVvApxZPJl7TCThb/BGwBznPO7T5u2Y/Oud4nee4EoA9Qy8wSgGeASADn3GhgADDIzLKBQ8BN/goZkVCVkpHFn6bEMXv1bi5rU5dXrm9P1ShNIFMsw+Jg4FWQs+S4yeRnBrqyEldYi+AZ59zcEyw76USmzrmbC1k+Ct/lpSJSBOt2pzDo42Vs23+QJ/q24o/nNVEv4dNxZDL5yUt8IVCKJpMvaScNgpOEAPgyVERKwNRlCfxl2kqqRkUy4f960K1JjUCXFBpK6WTyJa2wQ0P9T7QIqOD/ckQkv8PZOTz7+RrGLdxG9yY1eOuWTtSpoglk/KaUTiZf0go7NHTVSZaF34E0kRK0ff9BBo9fRlxCMvdd0JRHf9+CsppARjxQ2KGhu0qqEBH5n3nrE3lwUiw5OY53b+/CpW3qBrokCWGFHRpqCEQ7537Iu/8QcGQ2i/HOuXiP6xMJKzm5jje+3sBb8+JpcWYVRt/WhehalQJdloS4wtqZrwLV892/D0jHd6L4rx7VJBKW9qdncucHi3jzm3iu69yQaff3VghIiSjsHEEL51z+cwEHnXOvA5jZ996VJRJelm/7lcHjlrEvPZOX+rfjxq6NdGmolJjCguD4yxMuzne7pp9rEQk7zjk+WrCV52au4cyqUXw6sBftGlYLdFkSZgoLglQzO8c5twHAObcfwMxaAmleFycSytIPZ/P41JXMWLGTi1rWYeQNHahesVygy5IwVGjPYmCmmb2Ab7RQ8I1I+hcgfEdoEjlN8YlpDPp4KRv3pvHopS0YdEEzymgCGQmQwi4fnZ3XqexPwNC8h1cD/Z1zBU5BKSIn90XcLv70yQrKR0bw4d3dObe5Bt2VwCp09NG8f/h3lEAtIiEtKyeXv81ax/s/bqZz4+r889bO1KumDvoSeIX1I5hxsuXOuav9W45IaNqdnMGQ8ctYsvVX7uwVzV/6tqJcWfUSltKhsBZBT2A7MAFYiG+MIRE5BT/F72PoxOUczMzhzZs7cXWH+oEuSeQYhQVBXeAS4GbgFuALYIJzbrXXhYkEu9xcx+jvNvLaV+tpWrsyE+/tzNl1qgS6LJHfKGyqyhzn3Gzn3B+AHkA8MN/MHiiR6kSCVPLBLO79aAmvzF5P33b1+Gxwb4VAUWkO4RJXlKkqywNX4GsVRANvAlO9LUskeK3akcygcUvZdSCDEVe15g+9otVL+FS8Oxxmz4ekYfDIxEBXExYKO1n8H6At8CXwV10yKnJykxdv58nPVlGjYjkm3deTLmedEeiSgofmEA6YwloEt+MbZO4cYGi+TzUGOOecZswWATKycnj6s1VMXpJA77Nr8uZNnahZuXygywoumkM4YArrUKbr20QKsS3pIAM/XsqaXSkMufBsHrzkHCLUS/jUaQ7hgCn0HIGInNjXa/bw0ORYzIz374zhopb6p3VaNIdwQCgIRIohOyeXkXM38Pb8jbRtUJV3bu1CoxoVA11W8NMcwgGhIBA5RfvSDjN0wnJ+2pjEzd0a8cxVbYiK1CdXCV4KApFTsGTLfgaPX8aBg1m8OqA918c0CnRJIqdNQSBSBM45PvhxCy/OWkuDMyow7f5utK6vi+YkNCgIRAqRdjibP38axxdxu7ik9Zm8dn0HqlWIDHRZIn6jIBA5iQ17Uhn48VK27Evnsctbct/5TdVLWEKOZ/0EzOx9M0s0swJ7I5vPm2YWb2ZxZtbZq1pEiuOz2B30G/UjKYeyGffHHgy8oJlCQEKSlx3GxgKXnWT55UDzvK97gXc8rEWkyA5n5/Dk9JUMmxhL2wZV+WLoufRsVjPQZYl4xrNDQ86578ws+iSr9AM+dM45YIGZVTezes65XV7VJFKYbUkHGTx+GSt3JHPf+U155NIWREaog72EtkCeI2iAb9KbIxLyHvtNEJjZvfhaDTRu3LhEipPwM2f1bh6esgID3rsjhktaq5ewhIdABkFBB1tdQSs658YAYwBiYmIKXEekuLJycnll9jre+34z7RpU4+1bO6uXsISVQAZBApC/N05DYGeAapEwtSv5EEPGL2fp1l+5vcdZPHllK8qXVS9hCS+BDIIZwBAzmwh0B5J1fkBK0ncb9jJ8UiyHszSXsIQ3z4LAzCYAfYBaZpYAPANEAjjnRgOzgL74pr88CNzlVS0i+eXkOt74egNvzYvnnDpVePu2zjSrXTnQZYkEjJdXDd1cyHIHDPbq/UUKsjf1MMMnLefH+CQGdGnIc/3aUqGcDgWdUOpu+OQuGDBW8wKEMPUslrCxcFMSD0xYTvKhLF65rj03dNWAcYXS/MFhQUEgIS831/Hud5t4bc56GteoyH/u7karehow7qQ0f3BYUU8ZCWkHDmbyfx8u4eXZ67isTV1mDOmtECiKYXG++YJzOG7+4JUBLky8oBaBhKzY7QcYPG4ZiakZ/PXqNtzR8yyNFVRUmj84rCgIJOQ45/jPT1t4YdZa6lSJ4pOBvejQqHqgywo+mj84bCgIJKQkH8ziT5+u4KvVe7i4ZR1ev6ED1SuWC3RZwUnzB4cNBYGEjGXbfuWB8cvZk5LBk1e04p5zm+hQkEgRKAgk6OXmOv71wyZemb2eutWimDKwJ50anxHoskSChoJAgtr+9EwenhzLvPV7uaxNXV4e0F7TSIqcIgWBBK1Fm/czdMJy9qdn8ly/NtzWQ1cFiRSHgkCCTk6u45358Yycu4HGNSoy9f5etG1QLdBliQQtBYEElcTUDB6atIIf4vdxdYf6vNi/HZXL69dY5HToL0iCxo/x+xg2MZa0w1m8fF07bohppENBIn6gIJBSLzsnlzf/+wtvzYvn7NqVGffH7rSoWyXQZYmEDAWBlGq7kg8xbGIsizbv5/ouDflrvzZULKdfWxF/0l+UlFpfrd7Nnz+NIzM7l5E3dKB/54aBLkkkJCkIpNQ5lJnDc1+sYfzCbbRrUI03b+5Ek1qVAl2WSMjSMNRSqqzdlcLVo35g/MJt3Hd+Uz4d1EshkF/qbvjgckjdE+hKJISoRSClgnOOsT9t4W9frqNahUg+vqc75zavFeiySh/NGCYeUBBIwCWlHebRT+L4Zl0iF7eswysD2lOzcvlAl1W6aMYw8ZAODUlAfbdhL5e98T0/xO/j2X5t+NcfYhQCBdGMYeIhBYEERGZ2Li98sYY73l/EGRUjmTGkN3f0jFYHsRM5MmNYBGBoxjDxKx0akhK3cW8awyYuZ9WOFG7vcRZPXNGKqEjNflUozRgmHlEQSIlxzjFx8Xae/XwN5SPLMOb2Lvy+Td1AlxU8NGOYeERBICUiMTWDxz9dyX/XJdL77Jq8fn1H6laLCnRZIoKCQErAV6t38/jUlaQfzuaZq1rzh57RlCmjcwEipYWCQDyTmpHFs5+vYcrSBNo2qMrfb+hI8zM1WJxIaaMgEE8s2ryfhybHsvPAIYZceDZDL25OubK6SE2kNPL0L9PMLjOz9WYWb2aPFbC8j5klm1ls3tfTXtYj3jucncPfvlzLjWN+JqKMMWVgLx65tIVCQKQU86xFYGYRwD+BS4AEYLGZzXDOrTlu1e+dc1d6VYeUnHW7Uxg+MZZ1u1O5uVtjnryiFZU0e5hIqeflX2k3IN45twnAzCYC/YDjg0CCXE6u473vNzFyzgaqVijLv/8Qw8Wt1NFJJFh4GQQNgO357icA3QtYr6eZrQB2Ao8451Yfv4KZ3QvcC9C4cWMPSpXiik9M5ZEpccRuP8Clbc7kxWvbaYgIkSDjZRAUdH2gO+7+MuAs51yamfUFpgPNf/Mk58YAYwBiYmKOfw0JgKOtgLkbqFQugjdv7sRV7etpiAiRIOTlGbwEoFG++w3xfeo/yjmX4pxLy7s9C4g0M409XMrFJ6Zy3Ts/8dKX67iwRW3mPHgBV3eoH54hoPkBJAR42SJYDDQ3sybADuAm4Jb8K5hZXWCPc86ZWTd8wZTkYU1yGrJzcnnv+838/Wu1Ao7S/AASAjwLAudctpkNAb7CN1bi+8651WY2MG/5aGAAMMjMsoFDwE3OOR36KYXiE1N5eEocK/LOBTx/TTtqVwnjcwGaH0BCiKfX9uUd7pl13GOj890eBYzysgY5PYezc3hn/kbenreRSuXVCjhqWBwMvApylhw3P8DMQFcmcsp0kbec0JIt+3ls6kriE9O4qkN9nr6ydXi3AvI7Mj/A5CW+END8ABLEFATyGykZWbz85TrGLdxGg+oV+ODOrlzYsk6gyyp9ND+AhAgFgRxj9qrdPDNjFXtTD3N37yY8/Ptz1Dv4RDQ/gIQI/YULALuTM3j6s1XMWbOHVvWqMub2GDo0qh7oskSkBCgIwlx2Ti4fLdjKyDkbyMzJ5bHLW3LPuU2IjNAgcSLhQkEQxhZv2c9T01exbncq5zWvxfPXtOWsmpUCXZaIlDAFQRjam3qYv325lqnLdlC/WhSjb+vMpW3q6pJQkTClIAgj2Tm5fLxgK6/P3UBGVg7392nGkIvOpmI5/RqIhDP9BwgTP23cx3Mz17J2VwrnNa/FiKvb0Kx25UCXJSKlgIIgxG3el86Ls9Yyd80eGlSvwNu3dubytjoMJCL/oyAIUckHs3jjv7/w4c9bKF+2DI9e2oJ7zm1CVGSId3pK3Q2f3AUDxqqXr0gRKQhCTFZOLuMWbOUf//2F5ENZ3BjTiId+fw51qkQFurSSodFARU6ZgiBE5OY6vli5i5FzN7B5Xzq9mtXkySta07p+1UCXVjI0GqhIsSkIgpxzjvnr9/LqV+tZsyuFc86szHt3xPC7VnXC6zyARgMVKTYFQRBbtHk/r361jsVbfqVRjQr8/cYOXN2hARFlwigAjtBooCLFpiAIQnEJB3h9zga+3bCXOlXK89w1bbkxphHlyob5sBAaDVSkWBQEQWTxlv2M+iaebzfspXrFSB6/vCV39IymQjn9wwM0GqhIMSkISjnnHD/GJ/HWN7+wcPN+alYqx58va8ltPRpTJSoy0OWJSAhQEJRSWTm5zFq5i/d/2MyKhGTOrFqep69szc3dGqsFICJ+pSAoZZIPZTFx0TbG/rSFXckZNK1ViReubcuALg0pX1YBICL+pyAoJdbtTmH8wm18sjSBg5k59Gxak+evacuFLepQJpivAlJPX5FST0EQQBlZOcyM28X4hVtZtu0A5SLKcGX7etx9bhPaNqgW6PL8Qz19RUo9BUEJc84Ru/0A05fvYNryHaRkZNO0ViWevKIV13VuyBmVygW6RP9QT1+RoKEgKCGb9qYxPXYnn8XuYGvSQcqVLcOlbepyS7fG9GhaI/R6Aaunr0jQUBB4xDnHml0pfL0mkblrd7NqRwpm0KtZTQZfeDaXta1L1VC+/FM9fUWChoLAj9IPZ7N4y37mrUvk67WJ7DhwCDPo1Kg6T/RtxdUd63Nm1QCPAlqSJ2/V01ckKCgITsPBzGyWbv2VBZuS+HljEnEJyWTnOqIiy3Be89oMu7g5F7asQ+0q5QNd6v+U5Mlb9fQVCQqeBoGZXQa8ge/AwL+ccy8dt9zylvcFDgJ3OueWeVJMUT4Jn2SdlIws1u5MYdXOFFbvSGb1zhTi96aRk+soW8Zo37Aa957flB5Na9KtSY2iTQBTkp/OdfJWRE7AsyAwswjgn8AlQAKw2MxmOOfW5FvtcqB53ld34J287/53kk/CBzOz2Z+eSeW3BlPt23nsiL+XyX1eZVtSOlv3H2Rb0kGS0jOPrl+nSnnaNqjG79ucSUx0DWLOOoNK5YvxoyzJT+c6eSsiJ+Bli6AbEO+c2wRgZhOBfkD+IOgHfOicc8ACM6tuZvWcc7v8VsUJPgkfblSBrozjcHYuKyJup2HCoaPrNPxuBg/t/prDjSpwZ/2ZXNL6TBrXrEirelVpU7/q6c/2FYhP5zp5KyIn4GUQNAC257ufwG8/7Re0TgPgmCAws3uBewEaN258alXkfRJ2OUswBy4Hdu5uwoeXjqJ/VG3Kly3DpIiZXD36PqrnxB1dx2W0pvzDM5ngxT/KQH0618lbESmAl0FQ0IXxrhjr4JwbA4wBiImJ+c3yk8r7JGx5n4QtAhpc2JbHb+hz7HpxLWFm3NF1zMtPy4H6dK6TtyJSAC+DIAFolO9+Q2BnMdY5fUX5JFzSn5b16VxESgnzHZ734IXNygIbgIuBHcBi4Bbn3Op861wBDMF31VB34E3nXLeTvW5MTIxbsmSJJzWLiIQqM1vqnIspaJlnLQLnXLaZDQG+wnfw433n3GozG5i3fDQwC18IxOO7fPQur+oREZGCedqPwDk3C98/+/yPjc532wGDvaxBREROLsxnOxcREQWBiEiYUxCIiIQ5BYGISJjz7PJRr5jZXmBrMZ9eC9jnx3ICSdtSOoXKtoTKdoC25YiznHO1C1oQdEFwOsxsyYmuow022pbSKVS2JVS2A7QtRaFDQyIiYU5BICIS5sItCMYEugA/0raUTqGyLaGyHaBtKVRYnSMQEZHfCrcWgYiIHEdBICIS5kIyCMzsMjNbb2bxZvZYAcvNzN7MWx5nZp0DUWdRFGFb+phZspnF5n09HYg6C2Nm75tZopmtOsHyYNonhW1LsOyTRmY2z8zWmtlqMxtWwDpBsV+KuC3Bsl+izGyRma3I25a/FrCOf/eLcy6kvvANeb0RaAqUA1YArY9bpy/wJb4Z0noACwNd92lsSx9gZqBrLcK2nA90BladYHlQ7JMibkuw7JN6QOe821XwzR8SrH8rRdmWYNkvBlTOux0JLAR6eLlfQrFF0A2Id85tcs5lAhOBfset0w/40PksAKqbWb2SLrQIirItQcE59x2w/ySrBMs+Kcq2BAXn3C7n3LK826nAWnxzhucXFPuliNsSFPJ+1ml5dyPzvo6/qsev+yUUg6ABsD3f/QR++wtRlHVKg6LW2TOvGfmlmbUpmdL8Llj2SVEF1T4xs2igE75Pn/kF3X45ybZAkOwXM4sws1ggEZjrnPN0v3g6MU2AWAGPHZ+mRVmnNChKncvwjSGSZmZ9gelAc68L80Cw7JOiCKp9YmaVgU+B4c65lOMXF/CUUrtfCtmWoNkvzrkcoKOZVQemmVlb51z+c1J+3S+h2CJIABrlu98Q2FmMdUqDQut0zqUcaUY634xwkWZWq+RK9Jtg2SeFCqZ9YmaR+P5xjnPOTS1glaDZL4VtSzDtlyOccweA+cBlxy3y634JxSBYDDQ3syZmVg64CZhx3DozgDvyzrz3AJKdc7tKutAiKHRbzKyumVne7W749mlSiVd6+oJlnxQqWPZJXo3/BtY650aeYLWg2C9F2ZYg2i+181oCmFkF4HfAuuNW8+t+CblDQ865bDMbAnyF76qb951zq81sYN7y0fjmUe4LxAMHgbsCVe/JFHFbBgCDzCwbOATc5PIuKyhNzGwCvqs2aplZAvAMvpNgQbVPoEjbEhT7BOgN3A6szDseDfAXoDEE3X4pyrYEy36pB/zHzCLwhdVk59xML/+HaYgJEZEwF4qHhkRE5BQoCEREwpyCQEQkzCkIRETCnIJARCTMKQhERMKcgkDClpnVzDck8W4z25F3O83M3vbg/caa2eYj14Pn3R9QwHrNjtTh7xpEChJyHcpEiso5lwR0BDCzEUCac+41j9/2UefcJ4XUtRHfODMKAikRahGIHMd8E5jMzLs9wsz+Y2ZzzGyLmfU3s1fMbKWZzc4b3wYz62Jm35rZUjP76hSGBD7fzH4ys00FtQ5ESoKCQKRwzYAr8I0B/zEwzznXDt8wBVfkhcFbwADnXBfgfeCFIr52PeBc4ErgJX8XLlIUOjQkUrgvnXNZZrYS35hPs/MeXwlEAy2AtsDcvDHNIoCiDgA23TmXC6wxszP9WrVIESkIRAp3GMA5l2tmWfkGKsvF9zdkwGrnXM/ivnaegsaYF/GcDg2JnL71QG0z6wm+cfFL8+xXIsdTEIicprz5pAcAL5vZCiAW6BXQokROgYahFikhZjYWmFnY5aP51k9zzlX2tioRtQhESlIy8NyRDmUncqRDGbCnRKqSsKcWgYhImFOLQEQkzCkIRETCnIJARCTMKQhERMLc/wPKivXu8szrewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ekjJlwEtSpgz4XGx9Eb77Adi6sdqVSKoRBnwuli6A5V2w1DndJJUU9i4aDZNvHAHPbIcbXoWdwN03wfo7oPMQ+PKmalcnqYq8gq9389fBjomlcE+UbndMhPkPV7kwSdVmwNe71qNg8nhoovSpgyZgygRodU10qdE5RJODsSPhso/By0fC4RuhvanaFUmqAQZ8DuYtr3YFkmqQQzSSlCkDXpIyZcBLUqYMeEnKlAEvSZky4CUpUwa8JGXKgJekTBnwkpQpA16SMmXAS1KmDHhJypQBL0mZMuAlKVMGvCRlyoCXpEwZ8JKUKQNekjJlwEtSpgx4ScqUAS9JmTLgJSlTBrwkZcqAl6RMGfCSlCkDXpIyVVjAR8R1EbEpIh4p6hySpL0r8gr+euC0Ao8vSepHYQGfUvoF8HJRx5ck9a/qY/ARcU5EdEdE90svvVTtciQpG1UP+JTSspTS9JTS9La2tmqXI0nZqHrAS5KKYcBLUqaKfJvkjcA9wLERsSEiPlPUuSRJf2lkUQdOKZ1Z1LElSQNziEaSMmXAS1KmDHhJypQBL0mZMuAlKVMGvCRlyoCXpEwZ8JKUKQNekjJlwEtSpgx4ScqUAS9JmTLgJSlTBrwkZcqAl6RMGfCSlCkDXpIyZcBLUqYM+KJsfRG++wHYurHalUhqUAZ8UZYugOVdsHR+tSuR1KAKW3S7YX3jCHhmO9zwKuwE7r4J1t8BnYfAlzdVuzpJDcQr+Eqbvw52TCyFe6J0u2MizH+4yoVJajQGfKW1HgWTx0MTEJRup0yA1iOrXJikRuMQTRHGjoTLPgYvHwmHb4T2pmpXJKkBGfBFmLe82hVIkkM0kpQrA16SMmXAS1KmDHhJypQBL0mZMuAlKVMGvCRlyoCXpEwZ8JKUKQNekjJlwEtSphon4F1hSVKDKTTgI+K0iHgiIp6MiH8o7ESDCW9XWJLUYAqbTTIimoD/Dbwf2ADcHxE/TCk9VvGTLV0Aq7tg83y4cMWe21xhSVKDKnK64HcCT6aUngaIiBXA3wKVC/i9hPefxh7E7NZbADj8wGu47PkvMWHn40SCtBOefH4c/3DsIv7v5V09h0p9HD6lPR/ta5/cRbULKFBEvq3LtmWZNuzwgw/glvNOqvhxiwz4vwb+Y7f7G4B39d4pIs4BzgEYN27cvp1h/jo4dw5pZ3dPeG94oZOrT/5n3to8qrzTKLZOPAa6HiftBJpg28RjOLr9GP6q1y94X/92emdApv+++pTzH7SUceNybVrvC66ctLY0F3LcIgO+ryz8ix5KKS0DlgFMnz5933qwvDxe3NwNOyGaYOys47nsk+/bc78Ro2Hsn1dYmtLexLfmTd2nU0lSvSky4DcAY3e73w78oeJnGczyeK6wJKkBFRnw9wN/ExGdwO+BecDHK34Ww1uS+lRYwKeU3oiI/w78BGgCrkspPVrU+SRJeyp00e2U0o+AHxV5DklS3xrnk6yS1GAMeEnKlAEvSZky4CUpU1FLnw6LiJeA5/bz6WOA/6xgOdWUS1tyaQfYllqUSztgaG05JqXU1teGmgr4oYiI7pTS9GrXUQm5tCWXdoBtqUW5tAOKa4tDNJKUKQNekjKVU8Avq3YBFZRLW3JpB9iWWpRLO6CgtmQzBi9J2lNOV/CSpN0Y8JKUqboK+IEW8Y6SfylvXxcRNbuqxyDaMjMiXomIteWv/1WNOgcSEddFxKaIeGQv2+upTwZqS730ydiIWBMR6yPi0Yj4i5Xm66VfBtmWeumXloi4LyJ+U27LV/vYp7L9klKqiy9KUw4/BYwHDgB+A0zstc9s4MeUVpM6Ebi32nUPoS0zgTurXesg2nIyMBV4ZC/b66JPBtmWeumTo4Gp5e9bgd/W8e/KYNpSL/0SwKHl75uBe4ETi+yXerqC71nEO6X0GrBrEe/d/S1wQyr5NfCWiDh6uAsdhMG0pS6klH4BvNzPLvXSJ4NpS11IKb2QUnqw/P1WYD2lNZJ3Vxf9Msi21IXyz3pb+W5z+av3u1wq2i/1FPB9LeLdu6MHs08tGGydM8r/nftxRBw3PKVVXL30yWDVVZ9ERAcwhdLV4u7qrl/6aQvUSb9ERFNErAU2AXellArtl0IX/KiwwSziPaiFvmvAYOp8kNIcE9siYjZwO/A3RRdWgHrpk8Goqz6JiEOBW4EFKaUtvTf38ZSa7ZcB2lI3/ZJS2glMjoi3AKsi4viU0u6v+VS0X+rpCn4wi3gPz0LfQzdgnSmlLbv+O5dKK2M1R8SY4SuxYuqlTwZUT30SEc2UAnF5Sum2Pnapm34ZqC311C+7pJT+CHQBp/XaVNF+qaeA71nEOyIOoLSI9w977fND4KzyK9EnAq+klF4Y7kIHYcC2RMRRERHl799Jqa82D3ulQ1cvfTKgeumTco3XAutTSlfsZbe66JfBtKWO+qWtfOVORBwEvA94vNduFe2XuhmiSXtZxDsizi1vv4bS+q+zgSeBV4FPVave/gyyLXOB8yLiDeD/AfNS+WX2WhIRN1J6F8OYiNgAfIXSi0d11ScwqLbURZ8A7wY+ATxcHu8F+CIwDuquXwbTlnrpl6OB70VEE6U/QjenlO4sMsOcqkCSMlVPQzSSpH1gwEtSpgx4ScqUAS9JmTLgJSlTBrwkZcqAV3YiYvRuU8e+GBG/L3+/LSKuLuB810fEM7vez1y+P7eP/SbsqqPSNUh9qZsPOkmDlVLaDEwGiIiFwLaU0uUFn/ailNItA9T1FKV5SAx4DQuv4NUworQwxJ3l7xdGxPci4qcR8WxEnBER/xQRD0fE6vL8J0TEtIi4OyIeiIif7MPUrSdHxK8i4um+rual4WDAq5FNAD5IaQ7ufwXWpJQmUfq4+wfLIX8VMDelNA24Drh0kMc+GvgvwIeAxZUuXBoMh2jUyH6cUno9Ih6mNCfQ6vLjDwMdwLHA8cBd5bmsmoDBTvx0e0rpTeCxiDiyolVLg2TAq5H9CSCl9GZEvL7bBFVvUvrdCODRlNKM/T12WV9zfEuFc4hG2rsngLaImAGleclrebUgqTcDXtqL8nq5c4F/jIjfAGuBk6palLQPnC5YGqKIuB64c6C3Se62/7aU0qHFViV5BS9VwivA13d90Glvdn3QCdg4LFWp4XkFL0mZ8gpekjJlwEtSpgx4ScqUAS9Jmfr/PAgKPiVKLTwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ws1rJOzCuCszRmfr181QHvfCCI9VCp9kw1MbfnczOY3rsXq742xLGfbyKI+nZPD+0Ez89PpBHf9vOkoCPCMw7AvB8+TuUAE6zYaiNv0opeAA8PXYvRzOy6da8Lu8Obs9VnRpb+38f5Ngw1E6xYajPj/3bmIq050gGk5ftYvbKRE7l5nNlh4aMvbQVvSIvtAfAXs6VYaiNMf5j04ETvLtkBwvXHyS4ShVu7NGMe/pH0bphLbdDMxXAEoEx5qzi9hzl3cU7WLw1mZrVgrn30pbcfUkUDWtbBzB/4jeJoDTNNQONr1X7Ge+gqizZlsx7i3eyYs9R6tWoyp9+25bb+0VSp7oNAOeP/CIRhIaGkpKSQv361lHlNFUlJSWF0FC7cjOlk5evLFx/kPeW7GTTwRM0rRPKM9d1ZESvCKpXtR7A/swvEkF4eDiJiYkkJye7HYpXCQ0NJTw83O0wjJc7lZvH3FX7eX/pLnYfyaBlgxq8Oqwr13dvRtXgwGxhHmj8IhGEhIQQFRVVckFjzBkZp3KZuWIfHyzbzaETWXRuVpv3bu3Bb60JaMDxi0RgjCm9tKwcpi3fywfLdnEsM4e+Levx6rCu9G8TZlWrAcoSgTEB4vjJHKb+dw8f/riLE1m5XN6uAQ8MbEPPFhe6HZpxmZMzlE0BrgWSVLVzMdtvBf5csJgO3Keqa52Kx5hAlZqZzZT/7uFf/91NWlYugzo24qGBbegSbpPAGA8n7wimAu8A086yfTdwmaoeE5GrgUlAHwfjMSagHM3I5sMfd/HRT3tJP5XL4E6NefCK1nRqagnA/JKTU1UuFZHIc2z/qdBiLGDNW4ypACnpp5i8bDfTlu/hZE4eQ7o04cGBrWnfuLbboRkv5S3PCO4GvjrbRhEZC4wFiIiIqKyYjPEpyWmnmLR0Jx/H7iMrN4/rujblgYGtadvIhoEw5+Z6IhCRy/Ekgt+crYyqTsJTdUR0dLR1lzWmkJT0U7y/dBfTlu8hOzef67s34w+Xt6Z1Q5sIxpSOq4lARLoCHwBXq2qKm7EY42uOZ+Ywedku/vXf3ZzMyeP67s148Io2RIXVcDs042NcSwQiEgHMAW5X1W1uxWGMr0nLyuFf/93D5GW7SMvK5ZquTXjkyjY2EqgpMyebj84EBgBhIpIIPAOEAKjqROAvQH3g3YJOLLlnGyvbGAOZ2blMW76XiT/sJDUzh0EdG/HIlW3p2NQeApvycbLV0MgStt8D3OPU5xvjL7Jy8vjk5328u2QnR9JPcVnbBjw6qC3dmtd1OzTjJ1x/WGyMKV52bj6fxSfwzn92cOhEFv1a1mfibT2IjqzndmjGz1giMMbL5Ocr89ce4G/fbiXh6El6triQN27pxsWtw9wOzfgpSwTGeAlV5YdtybyyaCubD56gY5Pa/GtMZwa0bWCDwRlHWSIwxgusSUjl5a82E7vrKM3rVeetEd25rmtTqthw0KYSWCIwxkW7ktN5/ZutLFx/iPo1qvLc7zoxsneETQhjKpUlAmNccPhEFn//bjufxScQGlyFh69swz39W1Kzmv1Jmspn/+uMqUTHT+bw/g87mfLf3eTlK7f3bcEDA1sTVrOa26GZAGaJwJhKcCo3j+nL9/LO4h2kZuYwtHtTxg9qR0T9C9wOzRhLBMY4SVVZtOEQL321hX1HM+nfJow/D25P52Y2J4DxHpYIjHHI2oRUXvxyE3F7jtG2UU0+uqs3l7Vt4HZYxvyKJQJjKtj+1JO8tmgL89YcIKxmVSbc0IVbosMJDrKWQMY7WSIwpoKkZeXw3pKdfPjjbgDuv7wV9w1obS2BjNez/6HGlFNuXj6fxSfyxrdbOZKezfXdm/LY4PY0q1vd7dCMKRVLBMaUw087j/Dc/E1sPZxGr8gL+fCOXjYqqPE5lgiMKYPEY5lMWLiZhesPEX5hdd67tQeDOze2MYGMT3JyYpopwLVAkqp2Lma7AG8BQ4BM4E5VXeVUPMZUhKycPCb+sJP3luxEBMYPasu9l7YkNCTI7dCMKTMn7wimAu8A086y/WqgTcFPH+C9gt/GeB1V5asNh/jrl5vZn3qSa7s24YkhHew5gPELTs5QtlREIs9RZCgwTVUViBWRuiLSRFUPOhWTMWWx9VAaz87fyPJdKbRvXIuYsX3p27K+22EZU2HcfEbQDEgotJxYsO5XiUBExgJjASIiIiolOGOOZ+bw5nfbmB67l5rVgnlhqGdkUOsPYPyNm4mguKdqWlxBVZ0ETAKIjo4utowxFUVVmb0ykZe+2kJqZja39mnBo4PacmGNqm6HZowj3EwEiUDzQsvhwAGXYjEGgG2H03hq7gZW7DlKj4i6vHB3bzo1tXGBjH9zMxHMBx4QkRg8D4mP2/MB45bM7Fze+n47Hy7bTc3QYF65qQs392xuM4SZgOBk89GZwAAgTEQSgWeAEABVnQgsxNN0dAee5qNjnIrFmHP5ZuMhnluwif2pJ7klOpzHr+5APasGMgHEyVZDI0vYrsD9Tn2+MSVJOJrJcws28t3mJNo1qsWscf3oFVnP7bCMqXTWs9gEnOzcfD74cRf/+H47VUR4ckh7xlwSRYi1BjIByhKBCSjxe47yxJz1bE9K56pOjXjmuk40tU5hJsBZIjABIS0rh1cXbWV67F6a1a3OlDujGdi+kdthGeMVLBEYv/f95sM8NW8Dh05kcdclUYz/bVtq2BwBxpxhfw3Gbx1JP8VzCzaxYO0B2jWqxbu39uCiiAvdDssYr2OJwPgdVeXzVft58ctNZJ7KY/ygtvz+slZUDbaHwcYUxxKB8SsJRzN5cu56lm0/Qq/IC3npxq60bljT7bCM8WqWCIxfyM9XZqzYx0sLN1NFhBeu78ytvSOsZ7AxpVDmRCAin6rq8IoMxpiySDiayZ8/X8dPO1Po3yaMl2/qavMEGHMeynNH0K/CojCmDFSVT1bsY8KXmxERXrqxCyN6NbfpIo05T1Y1ZHzS/tSTPP75OpZtP8Ilrevzyk1dCb/wArfDMsYnnTMRiEiPs22iYAA5YyqTqhITl8Bfv9xMviovXt+ZW/tE2F2AMeVQ0h3B386xbUtFBmJMSQ6fyOKx2etYui2Zfi3r8+qwrjSvZ3cBxpTXOROBql5eWYEYcy4L1x/kybnrycrJ4/mhnbitTwtrEWRMBSmpaug2QFR1epH19wIZqvqJk8EZk5aVw3MLNjF7ZSJdw+vw5vDutGpg/QKMqUglVQ2NBy4tZv2nwGLAEoFxTNyeozzy6RoOpJ7koYGtefCKNjZUtDEOKOmvKkhV04quVNUTlOJhsYgMFpGtIrJDRB4vZnsdEVkgImtFZKOI2CxlhuzcfF77egvD319OFRFmjevHo79tZ0nAGIeUdEcQIiI1VDWj8EoRqQWccy4/EQkC/gkMwjNRfZyIzFfVTYWK3Q9sUtXrRKQBsFVEZqhq9nkfifELO5LSeeTTNazff5xbosP5y3WdqGkjhRrjqJL+wj4EZovIfaq6B0BEIvF8wX9Ywnt7AztUdVfB+2KAoUDhRKBALfG0/asJHAVyz/MYjB9QVWauSOD5LzZSPSSIibf1ZHDnxm6HZUxAKKnV0Osikg78ICKnn9ClAy+r6nsl7LsZkFBoORHoU6TMO8B84ABQCxiuqvlFdyQiY4GxABERESV8rPE1x0/m8OSc9Xy5/iD924Txt5u70bB2qNthGRMwSrznVtWJwMSCRCDFPTM4i+La9mmR5auANcBAoBXwrYgsK3gGUTiGScAkgOjo6KL7MD5sTUIqD3yyikPHs3j86vaM7d/SmoUaU8lKaj76aDHrzrxW1TfO8fZEoHmh5XA8V/6FjcFzd6HADhHZDbQHVpw7bOPr8vOVD37cxauLttKodiifjetHD5s0xhhXlHRH8DqeK/avgFMUf5V/NnFAGxGJAvYDI4BRRcrsA64AlolII6AdsOs8PsP4oJT0U4yftZYlW5MZ3Kkxr9zUlToX2IglxrilpETQA88X+DXASmAm8H3BFfw5qWquiDwAfA0EAVNUdaOIjCvYPhF4AZgqIuvxJJk/q+qRMh+N8Xo/7TzCwzFrSD2ZwwvXd+Y2GyfIGNdJKb7TPQVFLgZGAlfi+cKe72RgZxMdHa3x8fFufLQph7x85a3vt/P2f7YTFVaDd0b2oGPT2m6HZUzAEJGVqhpd3LZSNdAuaON/EdAFT91/UsWFZ/zd0Yxs/hizmmXbj3BTj3BeuL4TF1S1vgHGeIuSHhaPAYYDocBs4BZVtSRgSm1NQip/+HglRzKyeeWmLgzvZc1/jfE2pelQth7PQ92rgN8WaTX0O+dCM75MVfn45308v2AjjWqH8vm4i+kSXsftsIwxxSgpEdgw1Oa8nczO4//NXc+c1fu5vF0D3hzenboXnHNEEmOMi0pKBLtVdV+lRGL8wu4jGdz38Uq2Hk7j0UFteeDy1tZBzBgvV9JwjvNOvxCRz50Nxfi6bzYe4ndv/8ihE1lMHdObh65oY0nAGB9Q0h1B4b/ilk4GYnxXfr7yxrfbeGfxDrqG1+HdW3vYRPLG+JCSEoGe5bUxgGcGsUc+XcN3m5MYHt2c56/vRLXgILfDMsach5ISQTcROYHnzqB6wWsKllVVrUdQANt9JIN7p8Wz+0gGzw/txO19W1gvYWN8UEnDUNulnSnW0m3JPPDJKoKqCB/f3Yd+req7HZIxpoyse6c5L6rKhz/uZsLCzbRtVIvJo6NpXs+eBxjjyywRmFLLysnjyTme/gFXd27M6zd3o4ZNI2mMz7O/YlMqKemnGDt9JSv3HuORK9vy4EDrH2CMv7BEYEq0IymNMVPjSDpxin+O6sE1XZu4HZIxpgJZIjDn9OP2I9w3YyXVgoOIGduXi2wWMWP8jiUCc1YzV+zjqXkbaNWgBlPu7GWdxIzxUyUNMVEuIjJYRLaKyA4RefwsZQaIyBoR2SgiPzgZjymdvHxlwsLNPDFnPZe0DmP2fRdbEjDGjzl2RyAiQcA/gUF4JrOJE5H5qrqpUJm6wLvAYFXdJyINnYrHlM7J7Dz+GLOabzYd5va+LXjmuo4EBzl6vWCMcZmTVUO9gR2qugtARGKAocCmQmVGAXNOj3Bqk96461hGNnd/FMfqhFSevrYjd10SaT2FjQkATl7qNQMSCi0nFqwrrC1woYgsEZGVIjK6uB2JyFgRiReR+OTkZIfCDWwJRzO5aeJPbDhwgndH9eDu30RZEjAmQDh5R1Dct0jRgeuCgZ7AFUB1YLmIxKrqtl+8SXUSMAk8k9c7EGtA27D/OGOmxnEqJ4+P7+5D76h6bodkjKlETiaCRKB5oeVw4EAxZY6oagaQISJLgW7ANkylWLY9mfs+XkXt0GA+ue9i2jSq5XZIxphK5mTVUBzQRkSiRKQqMAKYX6TMv4H+IhIsIhcAfYDNDsZkCpm7OpEx/4oj/MLqzPnDJZYEjAlQjt0RqGquiDwAfA0EAVNUdaOIjCvYPlFVN4vIImAdkA98oKobnIrJ/M/7P+zkpa+20K9lfd4f3ZPaoSFuh2SMcYmo+laVe3R0tMbHx7sdhs9SVV79eivvLdnJtV2b8LdbutlEMsYEABFZqarRxW2znsUBJC9f+cu/NzDj533c2ieC54d2JsgGjjMm4FkiCBA5efk8+tlaFqw9wB8GtOKxq9pZ81BjDGCJICCczM7jDzNWsnhrMo9f3Z5xl7VyOyRjjBexRODnTmTlcM/UeOL2HuWlG7swsneE2yEZY7yMDSLjx1LSTzFyUiyrE47x9siLLAkY48vSDsG/roa0wxW+a0sEfiopLYsRk2LZmZzOpNHRXNu1qdshGWPK4/2HYcYSeP+PFb5rqxryQ4dPZDFyciyHjmcxdUxv+ras73ZIxpiyerEh7M6AaZmQB/zwKWxeAFE14KmKGafT7gj8zIHUkwx/fzmHj2fx0V2WBIzxeX9cB1kdPUlA8fzO6gh/XF9hH2GJwI8kHM1k+KTlpKRnM/2ePvSKtMHjjPE651vXX6sxdG/pGZ9B8Py+qBXUalRhIVnVkJ/Yl5LJyMmxpGXlMOPePnQNr+t2SMaY4rz/MCxaAil/hD/FlO49zYPhpeFwtBHUOwzhFTsagCUCP7D7SAYjJ8WSlZvHJ/f2pXOzOm6HZIwpqjx1/SNmOBqaVQ35uJ3J6Qx/fzk5efnMtCRgjPeqhLr+srJE4MP2HMlg1ORY8vKVmWP70qFJbbdDMsacTSXU9ZeVVQ35qISjmYyaHEt2bj4zx/alrc0lYIz3c7iuv6wsEfigA6knGfVBLBnZeXxybx/aN7Y7AWN8gsN1/WXlaNWQiAwWka0iskNEHj9HuV4ikiciw5yMxx8cPpHFqMmxpGbkMP3u3nRqas8EjDHl41giEJEg4J/A1UBHYKSIdDxLuVfwzGRmziE57RSjJseSnHaKj+7ubU1EjakIDo7h4yucvCPoDexQ1V2qmg3EAEOLKfcg8DlQMX2l/VRK+ilu/SCWA6lZTL2rNz0iLnQ7JGP8g4Nj+PgKJ58RNAMSCi0n4pmc/gwRaQbcAAwEejkYi087fjKH2z9cwd6UTP41ppf1GDamIlTCGD6+wsk7guKmvyo6QfLfgT+rat45dyQyVkTiRSQ+OTm5ouLzCZnZudw1NY4dSelMHh3Nxa3C3A7JGP/gxe36K5uTiSARaF5oORw4UKRMNBAjInuAYcC7InJ90R2p6iRVjVbV6AYNGjgUrvfJzs1n3MerWL3vGP8Y2Z1L2wbOsRvjOC9u11/ZnKwaigPaiEgUsB8YAYwqXEBVo06/FpGpwBeqOs/BmHxGXr7yyKdrWLotmVeHdWVw5yZuh2SM//HSdv2VzbFEoKq5IvIAntZAQcAUVd0oIuMKtk906rN9nary5Jz1fLn+IE9d04FbopuX/CZjzPnz0nb9lc3RDmWquhBYWGRdsQlAVe90MhZfoapMWLiZT+MTeGhga+7p39LtkIwxfs7GGvIy/1y8g8nLdnPnxZE8Mqit2+EYU/msXX+ls0TgRabH7uX1b7Zx40XN+Mu1HREpruGVMX7O2vVXOhtryEt8s/EQz/x7A1d2aMgrw7pSpYolARNgrF2/a+yOwAusSUjloZjVdAmvy9sjexASZKfFBCBr1+8a+8Zx2b6UTO6eGkfDWqF8eEc01asGZvM1Y6xdv3usashFxzKyufNfK8hTZeqYXoTVrOZ2SMa4y9r1u8ISgUuycvK4d1o8iaknmXFPH1o2qOl2SMa4z9r1u8KqhlyQn6+M/2wt8XuP8eYt3W0QOeO9rClnQLBE4IKXF23hy/UH+X9DOnBNVxs6wngxa8oZEKxqqJJ99NMeJi3dxR39WnBP/6iS32CMG6wpZ0CxO4JK9M3GQzy3YCNXdmjEX67rZB3GjPeyppwBxRJBJfllX4GLCLIOY8abWVPOgGJVQ5XgdF+BBrWqWV8B4zusKWfAsETgsF/2FehtfQWM77CmnAHDEoGDivYVaGV9BYwxXsieETjE+goYR1i7fuMARxOBiAwWka0iskNEHi9m+60isq7g5ycR6eZkPJXJ+goYR1i7fuMAx6qGRCQI+CcwCM9E9nEiMl9VNxUqthu4TFWPicjVwCSgj1MxVZbTfQVGW18BU1GsXb9xkJN3BL2BHaq6S1WzgRhgaOECqvqTqh4rWIwFwh2Mp1L8r69AQ56xvgKmoli7fuMgJxNBMyCh0HJiwbqzuRv4qrgNIjJWROJFJD45ObkCQ6xYZ/oKNKvDP6yvgKlI1q7fOMjJVkPFfQtqsQVFLseTCH5T3HZVnYSn2ojo6Ohi9+G2wn0FPrijFxdUtQZZpoJZu37jECe/rRKB5oWWw4EDRQuJSFfgA+BqVU1xMB7HFO0r0KCW9RUwDrB2/cYhTlYNxQFtRCRKRKoCI4D5hQuISAQwB7hdVbc5GItjCvcVmDw62voKBBprzmn8gGOJQFVzgQeAr4HNwGequlFExonIuIJifwHqA++KyBoRiXcqHicU7ivwxi3drK9AILLmnMYPiKpXVrmfVXR0tMbHe0e+mLBwM5OW7uLJIe0Ze2krt8Mxlaloc84gYPQF1pzTeC0RWamq0cVts57FZVS4r8C9/Vu6HY6pbNac0/gRSwRlYH0FjDXnNP7E2jieJ+srYM6w5pzGT1giOA/WV8D8gjXnNH7CqoZKKSX9FKOn/ExuvvUV8GrWnNOY82aJoBQys3O566N4Dh7PYsqd1lfAq1lzTmPOm9VtlCA3L58HPlnN+sRU3rutJz1bWF8Br2SjcxpTZnZHcA6qypNz1/OfLUk8P7QzV3Vq7HZI5mysOacxZWaJ4Bze/G47n8Un8uDA1tzWt4Xb4ZhzseacxpSZVQ2dxfTYvfzj++3cEh3Oo4Pauh2OKQ1rzmlMmVgiKMbnKxN5et4GrmjfkL/e0MU6jJVH2iGYPQaGTXX+6tyacxpTJlY1VMRX6w/y2Oy1XNK6Pv+8tQchQfZPVC7WiscYr2d3BIUs3pLEQzGr6RFxIZNHRxMaYlULZWateIzxGXa5W2DRhoP8fvpK2jWuxZQx1mu43KwVjzE+wxIBELNiH3+YsYou4XWYcXdfaoeGuB2Scyqr56214jHGZwT8Ze/EH3by8ldbuKxtA967rYf/3wm8/zAsWgIpf4Q/xTj7WdaKxxif4Oi3nogMBt7Ccz34gaq+XGS7FGwfAmQCd6rqKkeCKdJ6JeNULk//ewNzVu3num5N+dvN3ah6MglmVFILl2JicpQbdfbWiscYn+BY1ZCIBAH/BK4GOgIjRaRjkWJXA20KfsYC7zkVz+nWK3kTH+LzlYlc/dYy5q7ez0NXtOHvw7tTNbhK5bdwqczPszp7Y8xZOHlH0BvYoaq7AEQkBhgKbCpUZigwTT3zZcaKSF0RaaKqByssiiJXwkE/fMZNo7/guubVWXnPVvq1ql/5V8tuXJ2frrP/LP5/Uytanb0xBmcfFjcDEgotJxasO98yiMhYEYkXkfjk5OTzi6LgSlgLroQ1D9KOtyVk/AZPEihUptKult26Oj9dZ//4Q57fVmdvjMHZO4LiuuNqGcqgqpOASeCZvP68oii4EpaCK2EJglp923nWFylTaVfLbl2dW529MaYYTiaCRKB5oeVw4EAZypRfaVqvVHYLF2tRY4zxEuKpnndgxyLBwDbgCmA/EAeMUtWNhcpcAzyAp9VQH+Afqtr7XPuNjo7W+Ph4R2I2xhh/JSIrVTW6uG2O3RGoaq6IPAB8jafyY4qqbhSRcQXbJwIL8SSBHXiaj45xKh5jjDHFc7QfgaouxPNlX3jdxEKvFbjfyRiMMcacmw0xYYwxAc4SgTHGBDhLBMYYE+AsERhjTIBzrPmoU0QkGdhbxreHAUcqMBw32bF4J385Fn85DrBjOa2FqjYoboPPJYLyEJH4s7Wj9TV2LN7JX47FX44D7FhKw6qGjDEmwFkiMMaYABdoiWCS2wFUIDsW7+Qvx+IvxwF2LCUKqGcExhhjfi3Q7giMMcYUYYnAGGMCnF8mAhEZLCJbRWSHiDxezHYRkX8UbF8nIj3ciLM0SnEsA0TkuIisKfj5ixtxlkREpohIkohsOMt2XzonJR2Lr5yT5iKyWEQ2i8hGEfnV5Nm+cl5KeSy+cl5CRWSFiKwtOJbniilTsedFVf3qB8+Q1zuBlkBVYC3QsUiZIcBXeGZI6wv87Hbc5TiWAcAXbsdaimO5FOgBbDjLdp84J6U8Fl85J02AHgWva+GZP8RX/1ZKcyy+cl4EqFnwOgT4Gejr5HnxxzuC3sAOVd2lqtlADDC0SJmhwDT1iAXqikiTyg60FEpzLD5BVZcCR89RxFfOSWmOxSeo6kFVXVXwOg3YzK/nDPeJ81LKY/EJBf/W6QWLIQU/RVv1VOh58cdE0AxIKLScyK//Q5SmjDcobZz9Cm4jvxKRTpUTWoXzlXNSWj51TkQkErgIz9VnYT53Xs5xLOAj50VEgkRkDZAEfKuqjp4XRyemcYkUs65oNi1NGW9QmjhX4RlDJF1EhgDzgDZOB+YAXzknpeFT50REagKfAw+r6omim4t5i9eelxKOxWfOi6rmAd1FpC4wV0Q6q2rhZ1IVel788Y4gEWheaDkcOFCGMt6gxDhV9cTp20j1zAgXIiJhlRdihfGVc1IiXzonIhKC54tzhqrOKaaIz5yXko7Fl87LaaqaCiwBBhfZVKHnxR8TQRzQRkSiRKQqMAKYX6TMfGB0wZP3vsBxVT1Y2YGWQonHIiKNRUQKXvfGc05TKj3S8vOVc1IiXzknBTF+CGxW1TfOUswnzktpjsWHzkuDgjsBRKQ6cCWwpUixCj0vflc1pKq5IvIA8DWeVjdTVHWjiIwr2D4RzzzKQ4AdQCYwxq14z6WUxzIMuE9EcoGTwAgtaFbgTURkJp5WG2Eikgg8g+chmE+dEyjVsfjEOQEuAW4H1hfURwM8CUSAz52X0hyLr5yXJsBHIhKEJ1l9pqpfOPkdZkNMGGNMgPPHqiFjjDHnwRKBMcYEOEsExhgT4CwRGGNMgLNEYIwxAc4SgTHGBDhLBCZgiUj9QkMSHxKR/QWv00XkXQc+b6qI7D7dHrxgeVgx5VqdjqOiYzCmOH7XocyY0lLVFKA7gIg8C6Sr6usOf+xjqjq7hLh24hlnxhKBqRR2R2BMEeKZwOSLgtfPishHIvKNiOwRkRtF5FURWS8iiwrGt0FEeorIDyKyUkS+Po8hgS8VkZ9EZFdxdwfGVAZLBMaUrBVwDZ4x4D8GFqtqFzzDFFxTkAzeBoapak9gCvDXUu67CfAb4Frg5YoO3JjSsKohY0r2larmiMh6PGM+LSpYvx6IBNoBnYFvC8Y0CwJKOwDYPFXNBzaJSKMKjdqYUrJEYEzJTgGoar6I5BQaqCwfz9+QABtVtV9Z912guDHmjXGcVQ0ZU35bgQYi0g884+J78+xXxhRlicCYciqYT3oY8IqIrAXWABe7GpQx58GGoTamkojIVOCLkpqPFiqfrqo1nY3KGLsjMKYyHQdeON2h7GxOdygDDldKVCbg2R2BMcYEOLsjMMaYAGeJwBhjApwlAmOMCXCWCIwxJsD9f7Xz4Zwfr44VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EME5ENoiIHarJ2ZeI0LfFHdYVRefoOPZP4g6dyX7F1LumvdLf9lzesWVolfIIicehwRPw9ELb83n7XKgxePBg+vbty9mztjumnT17lgkTsr4o8p577uGTTz651sy8fv16u8SWEbuOjDLGbADSV7sbn2b+08DT9owhv7QNLUOF4o155utYHvhsBcM6hdItokLmK2Rw1zSllJ2l/bu7b5TdPqZPnz6cP3+eyMhIfH198fX1ZdCgQVmuM2TIEAYMGEDdunUxxhASEsKcOXPsFmNaWoY6jyWcv0S/KetZsSeBh+6syOsdauHno7/2lbIHLUOdsZstQ62Fc/JYicJ+TH6yIc9GVea71Qfo/vkqjpy56OiwlFIqU5oI7MDH24vB7Wry2UPh7Dp2jvvGLGfFHucaSaiUUqk0EdhRuzplmf18U4oG+PLIl2uYsHSPU48uVEp5Jk0EdnZHqcLMfr4pd9cqzfDfttPrm3X8c+Gy4wLSshZKqXQ0EeSDwn4+jHsonCH31WLJjuPcO2Y56/6+xTpFuaVlLZRS6WgiyCciwlNNKzG9dxO8vODBz1cyPmYPV6/mU1ORlrVQSmVCE0E+q1ehKL/2b8Y9tUszYu52npi0loT8uL+BlrVQKs9pGWqVa0X8ffn0X+G83SmUlXsTaD9mGav22rnMkpa1UCrPuUsZar3nooOICI80up3wikXp9/16/vXFKvpEV2FA62r42uu+yKllLU6VhuLHtKyF8kwrV8KSJRAdDY0bZ7d0rgwfPpzFixdnWYb6l19+ITk5mWnTplGjRg0SExPp168fmzdvJiUlhaFDh9KxY0cmTZrErFmzuHLlCnFxcQwaNIjLly/zzTff4Ofnx2+//Ubx4sVvKV5NBA5W+7Ygfu7XlDd/3sKni/ewfNdJPu5Rn0ols7p1Qy5pWQvl6VauhFat4PJlKFAAFi3K82RwM2Wox40bx4cffsjEiROvlaH+6quv+Oeff2jYsCGtW7cGbGWo169fT1JSEnfccQfvvfce69evZ+DAgUyePJkBAwbcUszaNOQECvv58EG3eox7KJz9CRdoP3oZU9cccOpTSaVc0pIltiRw5YrtecmSPP8ILUOtbkn7OmWZN6AZ9SsW5ZUZm+n97TpOJzpwzIFS7iY62nYm4O1te46OzvOP0DLU6paVDSrIt0/dyavta/LH9uPc8/FSlu1y7O05b4kOYFPOpHFjW3PQ22/bpVkolauVodZE4IS8vIRnmldmVt+7KFLQVp7i7Tlbc34HNGeiA9iUs2ncGAYPtlsSAFsZ6hYtWhAZGUloaChRUVEEBARkuc6QIUNITk6mbt26hIaGMmTIELvFl56WoXZyFy9f4d2525i88m+qlS7MqAfDCC0X5OiwsjesFOxLhMkXbGMWvIFHA6BSIXjtuKOjU25Cy1BnTMtQu5mCBbx5q2Mok56I5MzFZDp9+iejF+4i+cpVR4eWNR3AppTL0ETgIqKrl2L+gCjuq1uWjxbupMu4Few6ds7RYWVOB7Ap5TJ0HIELCQrw5eMe9bmndhlenRXHvZ8s56W7q/FU08p4e2V9uZpD6AA2lQ9ycrmmJ8lNc78mAhfUrk5ZIisV578zNjP8t+3M33KMD7vVI8Qeg9BuhQ5gU3bm7+9PQkICJUqU0GSALQkkJCTg7+9/U+tpZ7ELM8Ywa8MhXp+9hZQrhv+2r8FDd96OlzOeHShlB8nJycTHx5OUlOToUJyGv78/5cuXx9fX97rpWXUWayJwA0fOXOQ/P21m6c4TNL2jJO91rUu5ogUdHZZSyonoVUNurmxQQb5+IpLhnevw14HT3PPRUr5f7aElKnQAm1I3za6JQESKish0EdkuIttEpHG6+SIiY0Rkt4hsEpFwe8bjzkSEf91Zkd8HNKdehSD+O3MzD01czYGEC44OLX/pADalbppdm4ZE5GtgmTFmoogUAAKMMf+kmd8e6Ae0B+4ERhtj7sxqm9o0lD1jDFPXHuSdX7dx5arh322r81jjEPfuO9ABbEplySFNQyJSBGgOfAlgjLmcNglYOgKTjc0qoKiIlLVXTJ5CROjZsCLzBzbnzsrFefOXrTz4+Ur2njjv6NDsRwewKZVr9mwaqgycAP4nIutFZKKIpL++sRxwMM37eGvadUSkl4jEikjsiRMuXIAtn91WtCD/ezySkd3qsfPYOdqNXsbnMXtIcfZRybmhA9iUyjV7JgIfIBz4zBhTH0gEXkm3TEZtFTe0VRljJhhjIowxEcHBwXkfqRsTER5oUJ6FL0YRVS2Yd+du54HPVrDjqBOPSs6t1AFsr/S3PesANqVyxJ4DyuKBeGPMauv9dG5MBPFAhTTvywOH7RiTxypVxJ/PH2nAnE1HeOPnLdz3yTL6t6xK7+gq9rs1Zn5zxAC2c0dh+hPQdZKefSiXZbf/AYwxR4GDIlLdmtQK2JpusZ+BR62rhxoBZ4wxR+wVk6cTETrUu40FA5vTNrQsIxfspOPYP4k7dMbRobkuvUpJuQF7XzUUBkwECgB7gSeA7gDGmPFiGxM+FmgLXACeMMZkeUmQXjWUd37fcpTXZsVxKvEyTzetxIDW1ShYQJtTckSvUlIuRkcWq0yduZDMiHnbmLLmIBWLB/BulzrcdUdJR4fl/M4dhd4dYEqsrVdLgJ4RMH6ONhEpp6Qji1WmggJ8ebdLXaY80whvL+Ghiat5edpG/rmg90rOkl6lpNyIVh9VADSuUoK5LzRjzKJdTFi6l8U7jvNGh9rcV7esVnXMjJbZVm5Cm4bUDbYePssrMzaxKf4MrWqU4u1OodymReycg16lpHJJm4bUTal1WxFmPncXr91bkxV7EmgzKobJK/dz9apr/WhwS3qVkrIDPSNQWTp46gL/nbmZZbtOEl6xKCMeqEu10oGODsvz6FVK6hbpGYHKtQrFA5j8ZEM+6l6PfScTuXfMMj5asJNLKVccHZpn0VpKyo40EahsiQid69vKVNxX9zZGL9rFvWOWE7v/lKND8xx6lZKyI00EKsdKFPbjo+5hTHoikouXr9B1/Epem7WZs0nJjg7NMziilpLe6McjaB+BypXESymMnL+TSSv2UaKwH0M71KZ9nTJ6qam7+bAHzJsNbTvCS1MdHY26BTqyWNnN5vgzDJ65ibhDZ2lRPZi3OoZSoXiAo8NSt0o7p92OdhYru6lTPohZz93FkPtqsXrfKe7+aCkTlu4h2R3veeBJtHPao2giULfMx9uLp5pWYuGLUTStWpLhv23n/rF/sv7AaUeHpnJLO6c9ipaYUHnmtqIF+eLRCH7fcpQ3Zm+hy2creKTR7bx0T3WK+Ps6Ojx1s7SEhsfQPgJlF+cvpTBy/g6+XrGfkoX9GHp/bdqFameyUo6ifQQq3xX28+GNDrWZ1fcuggP9eO67v3jq61jiT19wdGjK2eklq/lOE4Gyq7rlizK7r61u0aq9CbQZtZQvlu4lRTuTVWa0nlK+06YhlW8O/XORN2bHsXDbcWqVLcLwLnUIq1DU0WEpZ6GXrNqVNg0pp1DO6kwe/3ADTiVepvO4P3ljdhzndGSyAsddsqpNUZoIVP4SEdqGlmHBi815rHEIk1f9TetRMczdfARXOztVecxRl6xqU5Q2DSnH2njwHwbP2MzWI2dpXbMUb3YMpZzeBMdzTX0I4q9cf8lqj+/s81ke1hSlJSaUU0u5cpVJK/Yzcv5OAAa2qcoTd1XC11tPWJUdnTsKvTvAlFhbU5QAPSNg/By3HDinfQTKqfl4e/F0s8oseLE5d91hG5l8n5a5Vvamo6ev0USgnEb5YgFMfCyCCY804FxSMl3Hr+Q/0zdxOvGyo0NT7kpLewN2bhoSkf3AOWwtcCnpT0tEJAj4FqiIrdzFh8aY/2W1TW0a8gyJl1IYs2gXXy7fR6C/D4Pb16Rbg/I6Mlm5vtyW9j53FKY/AV0n5eqsxWF9BFYiiDDGnMxk/n+BIGPMf0QkGNgBlDHGZPoTUBOBZ9l+9CyvzYwj9u/TNAwpzrDOoXrPZOWabrVz+hbvDeHMfQQGCBTbz7zCwCkgxbEhKWdSo0wRfny2Me8/UJddx8/RfvQyRszdzoXL+s9EuZjcjpMYVgqeKgSDf4A/kmzPTxWyTc8j9k4EBpgvIutEpFcG88cCNYHDwGbgBWPMDbUHRKSXiMSKSOyJEyfsG7FyOl5ewoORFVg0KJou4eUYH7OHNqOWsnCr87SxKpWt3HZO58NAO3sngruMMeFAO6CviDRPN/8eYANwGxAGjBWRIuk3YoyZYIyJMMZEBAcH2zlk5ayKFyrA+13rMa13Ywr5efP05Fh6TY7l0D8XHR2aUjmTm87pfLi6Kd/GEYjIUOC8MebDNNN+BUYYY5ZZ7/8AXjHGrMlsO9pHoACSr1zlq+X7+HjhLgAGtK7Kk0117IFyU3kw0M4hncUiUgjwMsacs14vAN4yxsxLs8xnwDFjzFARKQ38BdTLrHMZNBGo68WfvsCbv2xlwdZjVC8dyDudQ4kIKe7osJRyOo7qLC4NLBeRjcAa4FdjzDwR6S0iva1l3gaaiMhmYBHwn6ySgFLplS8WwBePRvDFoxGcv5SiYw+UygUtMaHcxoXLKYxetIsvl/3/2IOu4eXx8tKxB0o58+WjSuWZgAI+DG5Xk1/7N+OOUoX59/RNdJ+wkh1Hzzk6NKWcmiYC5Xaqlwnkh162sQe7j5/n3jHLeHfuNh17oFQmNBEot5R27MED4eX5PGYvbUYtZYGOPVDqBpoIlFsrXqgA73Wty/TejSns58Mzk2N5RsceKHWdHCcCESlsXQaqlMuJCCnOnP5NGdyuBst3naT1yBg+j9lD8pUbBrIr5XGyTQQi8pyIHAD+Bg6KyN8i8pz9Q1Mqb/l6e/FsVBUWDoqiadWSvDvXdt+DtXrfA+XhskwEIvIacB8QbYwpYYwpDrQA2lnzlHI55YoWvG7sQbfxK3l52kYSzl9ydGhKOUSW4whEZAe2kb5J6aYXBDYaY6rZOb4b6DgClZcuXE7hkz92M3HZXgIK+PDvttXpGVlRxx4ot3NL4wjSJwFr2kVAG1eVywso4MN/2tZg7gvNqFW2CK/OjKPzZyuIO3TG0aEplW+ySwTxItIq/UQRaQkcsU9ISuW/O0oF8v0zdzK6RxiHTl/k/rHLeWN2HGcuJjs6NKXszieb+f2B2SKyHFiHrRp2JHAX0NHOsSmVr0SEjmHlaFGjFKPm72Tyyv38uvkor95bg05h5fQ2mcptZXlGYIzZAoQCS4EQoLL1OtSap5TbKeLvy9D7a/Pz800pV6wgA3/YSI8Jq9h1TEtVKPekReeUysLVq4YfYg8yYu52Ei+l8HSzyvRvdQcBBbI7mVbKueS6s1hEKojIVBFZJiKDRcQ3zbxZeRynUk7Hy0vo2bAifwyKunabzNYjY/h9y1Fc7UeUUpnJrrP4K2AJ0A/b7SRjRKSENe92O8allFMpUdiP97vWY3rvxhQp6Muz36zjyUlrOZBwwdGhKXXLsksEwcaY8caYDcaYfsA4YKmIVMHWcayUR4kIKc6cfk157d6arNl3ijYfxTBm0S4upVxxdGhK5Vp2icBXRPxT3xhjvgVeAH4HytozMKWclY+3F083q8yiQdG0qVWaUQt20vbjZSzdecLRoSmVK9klgonAnWknGGMWAt2AOHsFpZQrKBPkz9h/hfPNUw0BePSrNfT97i+OnrlhDKZSTk2vGlIqD1xKucKEmL2MXbwbHy9hYJtqPNYkBF9vrfSunENWVw1lV2toTFYbNsb0v8XYbpomAuXMDiRcYOgvW/hj+3FqlAnk7U6hRIYUd3RYSt1SraF1aR73p3u/Li+DVModVCwRwJePRTDhkQacS9LKpso15LhpSETWG2Pq2zmebOkZgXIVqZVNv1i6l0J+WtlUOdYtVR9Nw7U6E5RysLSVTWuWDdTKpspp2bUnS0T2i8hmEdkgIhn+jBeRaGv+FhGJsWc8SjlC1dKBTHmmER9318qmyjllWTBFRM7x/2cCASJyNnUWYIwxRXLwGS2MMScz2X5RbIPU2hpjDohIqZyFrZRrERE61bdVNv1ogVY2Vc4lu+qjgcaYItbDJ83rwBwmgez8C5hhjDlgfd7xPNimUk4rqKBWNlXOx94XORtgvoisE5FeGcyvBhQTkSXWMo/aOR6lnEJouSBm9mnC8M512H70HO1GL2PE3O1cuJzi6NCUB7LrgDIRuc0Yc9hq8lkA9DPGLE0zfywQAbQCCgIrgXuNMTvTbacX0AugYsWKDf7++2+7xaxUfks4f4kRc7czbV08twX588b9tbm7VmltLlJ5Kq+uGrppxpjD1vNxYCbQMN0i8cA8Y0yi1Y+wFKiXwXYmGGMijDERwcHB9gxZqXxXorAfH3TTyqbKceyWCESkkIgEpr4G7ubG+kSzgWYi4iMiAdjqGm2zV0xKObOIkOL8opVNlQPY84ygNLBcRDYCa4BfjTHzRKS3iPQGMMZsA+YBm6xlJhpjtJid8li+aSqbttbKpiqfaNE5pZzY0p0neOPnLew7mci9dcoy5L5alAnyz35FpdJxWB+BUurWNK8WzLwBzRjUphoLtx2j1cglTFy2l+QrVx0dmnIjmgiUcnJ+Pt70a1WVBQOjaFipOMN+3UaHT5azdv8pR4em3IQmAqVcRMUSAXz1eCSfP9KAsxeTtbKpyjOaCJRyISLCPbXLsHBQFL2jqjBz/SFajozhu9V/c/Wqa/X3KeehiUApFxRQwIdX2mllU5U3NBEo5cJSK5t+1L0eh05f0MqmKlc0ESjl4kSEzvXLs2hQNA83up3Jq/6m1cgYZq0/hKtdHq4cQxOBUm4iqKAvb3UM5ee+TSlX1J8BP2yg5xer2H1cK5uqrGkiUMrN1CkfxIzn7uKdzqFsPXyWdqOX8d48rWyqMqeJQCk35O0lPHTn7fzxUjQdw8rx2ZI9tBm1lPlbjjo6NOWENBEo5cZKFvbjw271+PHZxhT286HXN+t4+uu1HDyllU3V/9NEoJQHaFipOHP6N+XV9jVZsSeBNh/F8Oni3VrZVAGaCJTyGL7eXjzTvDKLBkXRskYpPvh9B+1GL+PP3RneUlx5EE0ESnmYskEFGfdQAyY9EcmVq4aHJq6m/5T1HD+b5OjQlINoIlDKQ0VXL8XvA5rzQquqzNtylJYjY/jfn/tI0cqmHkcTgVIezN/Xm4FtqvH7gOaE316MN3/Zyv1j/+SvA6cdHZrKR5oIlFJUKlmIr5+IZNxD4ZxKvEyXcSsYPGMTpxMvOzo0lQ80ESilAFupivZ1yrJwUBTPNKvEj7HxtBy5hB/XHtTKpm5OE4FS6jqF/Xx49d5a/Nq/KVWCC/PvnzbR7fOVbDty1tGhKTvRRKCUylCNMkX48dnGfNC1LvtOJnLfJ8t5e85Wzl/SUhXuRhOBUipTXl5Ct4gK/DEoiu6RFfjqz320GrmEOZsOa2VTN6KJQCmVraIBBRjeuQ4z+jShZGE/nv9+PY9+tYa9J847OjSVBzQRKKVyrH7FYvz8fFPevL82Gw78Q9uPlzFq/g6SkrVUhSvTRKCUuineXsJjTUJY9FIU7euUYcwfu2nzUQyLtx93dGgql+yaCERkv4hsFpENIhKbxXKRInJFRLraMx6lVN4pFejPxz3q8/0zd1LA24snJq3l2W9iOfTPRUeHpm5SfpwRtDDGhBljIjKaKSLewHvA7/kQi1IqjzWpUpK5LzTn322rE7PzBK1HxjA+Zg/JWqrCZThD01A/4CdAzyuVclEFfLx4LvoOFgyMomnVkoyYu532o5exem+Co0NTOWDvRGCA+SKyTkR6pZ8pIuWAzsD4rDYiIr1EJFZEYk+cOGGnUJVSt6pC8QC+eDSCiY9GcDH5Ct0nrOLFHzdw4twlR4emsmDvRHCXMSYcaAf0FZHm6eZ/DPzHGJPlJQfGmAnGmAhjTERwcLCdQlVK5ZXWtUqzYGAUz7e4g182HqbVyCV8s+pvrmipCqck+TUoRESGAueNMR+mmbYPEOttSeAC0MsYMyuz7URERJjY2Ez7nZVSTmb38fO8PjuOFXsSqFs+iGGdQqlbvqijw/I4IrIus75au50RiEghEQlMfQ3cDcSlXcYYU8kYE2KMCQGmA89llQSUUq7njlKF+e7pOxndI4wjZ5Lo+OmfDJkVx5kLyY4OTVl87Ljt0sBMEUn9nO+NMfNEpDeAMSbLfgGllPsQETqGlaNFjVKMmr+TySv3MzfuCP9tX5PO9cth/T+hHCTfmobyijYNKeX64g6dYcjsONYf+IeGlYozrFMo1UoHOjost+aQpiGllMpMaLkgfurdhBFd6rDz2Dnaj17Gu3O3kaiVTR1CE4FSyiG8vIQeDSvyx6BoHggvz+cxe2kzKoZ5cUe1smk+00SglHKo4oUK8F7XuvzUpzFFCvrS+9t1PDlpLQcSLjg6NI+hiUAp5RQa3F6cOf2aMuS+WqzZd4o2H8UwZtEuLqVoZVN700SglHIaPt5ePNW0EosGRdOmVmlGLdhJ24+XsWyXVhSwJ00ESimnUybIn7H/CuebpxoC8MiXa+j7/V8cPZPk4MjckyYCpZTTalY1mHkDmjGoTTUWbj1Gq5FLmLhsLyla2TRPaSJQSjk1Px9v+rWqyoKBUbYxB79u475PlhO7/5SjQ3MbmgiUUi6hYokAvno8kvEPN+DsxWS6jl/Jv6dv5FTiZUeH5vI0ESilXIaI0Da0DAtejOLZqMrM+OsQLUcuYeqaA1zVyqa5polAKeVyCvn5MLhdTX57oRnVSgfyyozNPDB+BVsOn3F0aC5JE4FSymVVKx3ID70aMerBehw8dYEOnyzn7TlbOa+lKm6KJgKllEsTEbqEl2fRi9H0bFiRr/7cR+uRMczdfERLVeSQJgKllFsICvDlnc51+KlPE4oVKkCf7/7iyUlrOXhKS1VkRxOBUsqthFcsxi/P33WtVEXrUTF8ung3l1N07EFmNBEopdxOaqmKhYOiaFmjFB/8voP2Y5axam+Co0NzSpoIlFJuq2xQQT57uAH/ezySpOQr9JiwikE/biTh/CVHh+ZUNBEopdxeixqlWDAwir4tqvDzxkO0HBmjYw/S0ESglPIIBQt48/I9NfitfzOql7GNPej2+Uq2Hz3r6NAcThOBUsqjVLXGHnzYrR77TiZy75jlDP/Ns2+TqYlAKeVxRISuDcqz6MUoujUoz4Sltttkzt9y1NGhOYQmAqWUxypWqAAjHqjL9N6NCfT3pdc363j661jiT3vW2ANNBEopjxcRUpw5/ZsyuF0N/tx9kjajlvJ5zB6SPeS+B3ZNBCKyX0Q2i8gGEYnNYP5DIrLJeqwQkXr2jEcppTLj6+3Fs1FVWDgoiqZVS/Lu3O3cN8Yz7nuQH2cELYwxYcaYiAzm7QOijDF1gbeBCfkQj1JKZapc0YJ88WgEEx5pwLkk230PXvlpE6fd+L4HDm0aMsasMMactt6uAso7Mh6llEp1d23rvgfNKzNtXTytRsUwLfagWxays3ciMMB8EVknIr2yWfYpYG5GM0Skl4jEikjsiRMn8jxIpZTKSCE/Hwa3r8mv/ZtSqWQhXp6+ie4TVrHr2DlHh5anxJ7ZTURuM8YcFpFSwAKgnzFmaQbLtQDGAU2NMVkWA4mIiDCxsTd0NyillF1dvWqYtu4g787dzvmkFHo1r0y/llUpWMDb0aHliIisy6SJ3r5nBMaYw9bzcWAm0DCD4OoCE4GO2SUBpZRyFC8voXtkRRa9GEWn+uUYt2QPbT6K4Y/txxwd2i2zWyIQkUIiEpj6GrgbiEu3TEVgBvCIMWanvWJRSqm8UqKwHx92q8fUXo3w9/XmyUmx9P5mHUfOXHR0aLlmzzOC0sByEdkIrAF+NcbME5HeItLbWuZ1oAQwLrNLTJVSyhk1qlyC3/o34+V7qrN4x3Faj4xh4rK9pLjg2AO79hHYg/YRKKWczcFTF3h9dhyLd5ygZtkiDO8cSv2KxRwd1nUc1keglFKeoELxAL56PJLxD4dzOvEyXT5bwaszN3PmQrKjQ8sRTQRKKZUHRIS2oWVZOCiKJ++qxJQ1B2g1agkz18c7/dgDTQRKKZWHCvv5MOS+Wvz8fFPKFQtg4A8befjL1ew7mejo0DKliUAppewgtFwQM/o04e1OoWyKP8M9Hy9lzKJdXEq54ujQbqCJQCml7MTbS3ik0e0sejGKu2uVZtSCnbQbvYxVe51ryJQmAqWUsrNSRfwZ+69wJj0RSfKVq/SYsIqXpm3klJMUstNEoJRS+SS6einmD4jiuegqzFp/iFYjlzhFITtNBEoplY8KFvDm321r8Gv/ZlQJLszL0zfRY8Iqdh8/77CYNBEopZQDVC8TyI/PNubdLnXYduQs7UYvZdT8HSQl539nsiYCpZRyEC8voWfDiiwaFM29dcoy5o/dtBu9jD93n8zfOPL105RSSt0gONCPj3vU59un7sQYw0MTVzPwhw2cPH8pXz5fE4FSSjmJplVLMm9Ac/q3vIM5mw7TamQMU9cc4OpV+3YmayJQSikn4u/rzYt3V2fuC82oXiaQV2Zs5sHPV7LTjndF00SglFJO6I5SgfzQqxHvd63L7hPnaT96GROX7bXLZ/nYZatKKaVumYjwYEQFWtUoxfDftnN7iUJ2+RxNBEop5eRKFPZj5IP17LZ9bRpSSikPp4lAKaU8nCYCpZTycJoIlFLKw2kiUEopD6eJQCmlPJwmAqWU8nCaCJRSysOJo++Mc7NE5ATwdy5XLwnkb31X+9F9cU7usi/ush+g+5LqdmNMcEYzXC4R3AoRiTXGRDg6jryg++Kc3GVf3GU/QPclJ7RpSCmlPJwmAqWU8nCelggmODqAPKT74pzcZV/cZT9A9yVbHtVHoJRS6kaedkaglFIqHU0ESinl4dwyEYhIWxHZISK7ReSVDOaLiIyx5m8SkXBHxJkTOdiXaBE5IyIbrMfrjogzOyLylYgcF5G4TOa70jHJbl9c5ZhUEJHFIrJNRLaIyAsZLOMSxyWH++Iqx8VfRNaIyEZrX97MYJm8PS7GGLd6AN7AHqAyUADYCNRKt0x7YC4gQCNgtaPjvoV9iQbmODrWHOxLcyAciMtkvksckxzui6sck7JAuPU6ENjpwn8rOdkXVzkuAhS2XvsCq4FG9jwu7nhG0BDYbYzZa4y5DEwFOqZbpiMw2disAoqKSNn8DjQHcrIvLsEYsxQ4lcUirnJMcrIvLsEYc8QY85f1+hywDSiXbjGXOC453BeXYH3X5623vtYj/VU9eXpc3DERlAMOpnkfz43/IHKyjDPIaZyNrdPIuSJSO39Cy3OuckxyyqWOiYiEAPWx/fpMy+WOSxb7Ai5yXETEW0Q2AMeBBcYYux4Xd7x5vWQwLX02zckyziAncf6FrYbIeRFpD8wCqto7MDtwlWOSEy51TESkMPATMMAYczb97AxWcdrjks2+uMxxMcZcAcJEpCgwU0RCjTFp+6Ty9Li44xlBPFAhzfvywOFcLOMMso3TGHM29TTSGPMb4CsiJfMvxDzjKsckW650TETEF9t/nN8ZY2ZksIjLHJfs9sWVjksqY8w/wBKgbbpZeXpc3DERrAWqikglESkA9AB+TrfMz8CjVs97I+CMMeZIfgeaA9nui4iUERGxXjfEdkwT8j3SW+cqxyRbrnJMrBi/BLYZY0ZlsphLHJec7IsLHZdg60wAESkItAa2p1ssT4+L2zUNGWNSROR54HdsV918ZYzZIiK9rfnjgd+w9brvBi4ATzgq3qzkcF+6An1EJAW4CPQw1mUFzkREpmC7aqOkiMQDb2DrBHOpYwI52heXOCbAXcAjwGarPRrgv0BFcLnjkpN9cZXjUhb4WkS8sSWrH40xc+z5f5iWmFBKKQ/njk1DSimlboImAqWU8nCaCJRSysNpIlBKKQ+niUAppTycJgKllPJwmgiUxxKREmlKEh8VkUPW6/MiMs4OnzdJRPalXg9uve+awXJVUuPI6xiUyojbDShTKqeMMQlAGICIDAXOG2M+tPPHvmyMmZ5NXHuw1ZnRRKDyhZ4RKJWO2G5gMsd6PVREvhaR+SKyX0S6iMj7IrJZROZZ9W0QkQYiEiMi60Tk95soCdxcRFaIyN6Mzg6Uyg+aCJTKXhXgXmw14L8FFhtj6mArU3CvlQw+AboaYxoAXwHv5HDbZYGmwH3AiLwOXKmc0KYhpbI31xiTLCKbsdV8mmdN3wyEANWBUGCBVdPMG8hpAbBZxpirwFYRKZ2nUSuVQ5oIlMreJQBjzFURSU5TqOwqtr8hAbYYYxrndtuWjGrMK2V32jSk1K3bAQSLSGOw1cV35rtfKZWeJgKlbpF1P+muwHsishHYADRxaFBK3QQtQ61UPhGRScCc7C4fTbP8eWNMYftGpZSeESiVn84Ab6cOKMtM6oAy4Fi+RKU8np4RKKWUh9MzAqWU8nCaCJRSysNpIlBKKQ+niUAppTzc/wFcSgguyoQ51AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hh60k1qvOhD/2pk/LyL5rWDAFLAjMLA74CqjqX8+HzrnhJeYxYBTQH9gP3OycW3K864qNjaV58+YnX7SIhJw5K9N5dGoyu7PzuP3cFtxz4RlUqxKZ9w72SiCPCPKA851zOWYWC3xtZrOccwuKzdMPaO3/6wW87n8UkSj3U04eI6anMmPFDto0qsmbNyXRKb6O12VFpIAFgfOdqczxv4z1/5U8e3kV8I5/3gVmVsfMGjvndgSqLhEJbc45pizdxpMzVrI/r5D7Lj6D23/dktiY6BwIIRgCeo7AzGKAxUAr4B/Oue9LzNIE2FrsdZr/PQWBSBTa9vMBHp6czJdrd9MtoQ4vDOpEq4Y1vS4r4gU0CJxzhUAXM6sDTDGzDs65lGKzlNbF5xd9Hs3sNuA2gISEhECUKiIeKipyvPv9Fp6ftRoHjLiiHTf2SSSmknoBBkNQeg055342s3nApUDxIEgDmhZ7HQ9sL+Xz44Bx4BtiInCVikiwbdidw4MfrWDh5r2c07o+zw7oSNO61b0uK6oEstdQAyDfHwLVgAuB50vMNh2428wm4jtJnKnzAyLR4WBBEeO+2sDf/7eearExvHRtZ67p1kTXAnkgkEcEjYF/+88TVAI+cM7NMLM7AJxzY4GZ+LqOrsfXffSWANYjIiFi8Za9PDR5BWvTc7isY2OGX9mOhjV18aNXAtlraAXQtZT3xxZ77oC7AlWDiISWrNx8Xpy9hne/30LjWnG89bskLmir4SG8FhFXFotI6JudspPh01PYnZ3HLWc1Z9jFZ3BKVX0FhQLtBREJqB2ZBxg+LZXPVqbTtnEtxt2YROemdbwuS4pREIhIQBQWOd77fgsvzF5DQVERD/Vrw+9/1VwXhoUgBYGIVLjVO7N4aHIyS3/8mXNa1+eZqzuSUE9dQkOVgkBEKkxufiGj/7eON77cSK1qsfztN124qsvp6hIa4hQEIlIhvln/E49MSWZzxn4GdY/nkf5tOVV3DAsLCgIROSl79h3kmU9W8dGSNBLrVee/t/birFb1vS5LjoOCQEROiHOOqcu28dSMVWQdyOeu81ryp/NbExerewWEGwWBiBy3jbtzeGxaCt+sz6BrQh2eG9iRNo1qeV2WnCAFgYiUW25+Ia/P28Dr8zZQNbYST13VniG9mmmU0DCnIBCRcvl63U88Ni2FTT/t46oup/PIZW01PlCEUBCIyDHtys7lmU9WMW3ZdhLrVec/f+jJOa0beF2WVCAFgYiUqrDI8d8ffuSF2avJyy9i6AWtubNvS50MjkAKAhH5hZRtmTwyNYXlW3/m7Fb1eOqqDrRoUMPrsiRAFAQiclhOXgGvzlnLv77ZRN1TqujK4CihIBARnHN8mrqTEdNXkp6dy5CeCTxwSRtqV4/1ujQJAgWBSJTbumc/w6en8r/Vu2jbuBZjbuhGt4RTvS5LgkhBIBKl8guL+Of8TYz6Yi2VzHj0srbcfFYilTVMdNRREIhEoR827eHRqcmsTc/h0vaNePyKdpxep5rXZYlHFAQiUWTPvoOMnLWKDxal0aRONd0zWAAFgUhUKCpyfLg4jedmrSI7t4A7ft2SP1/QiupV9BUgAQwCM2sKvAM0AoqAcc65USXm6QtMAzb535rsnHsyUDWJRKOUbZk8Ni2FpT/+TFKzU3l6QAcNECdHCOTPgQJgmHNuiZnVBBab2Rzn3MoS8813zl0ewDpEolLm/nxenrOGdxdsoe4pVXj52s4M7NZE1wTILwQsCJxzO4Ad/ufZZrYKaAKUDAIRqUBFRY4Pl6Tx/KzV7N1/kJv6JHLvRWdQu5quCZDSBaWB0MwSga7A96VM7mNmy4HtwH3OudRSPn8bcBtAQkJCACsVCW8p2zJ5fFoKS/zNQO9c1ZP2p9f2uiwJcQEPAjOrAXwE3OOcyyoxeQnQzDmXY2b9galA65LLcM6NA8YBJCUlucBWLBJ+SjYDvXRtZwZ2bUIl3SdAyiGgQWBmsfhC4D3n3OSS04sHg3NuppmNMbP6zrmfAlmXSKQoKnJ8tCSNkWoGkpMQyF5DBrwFrHLOvXKUeRoB6c45Z2Y9gUpARqBqEokkxZuBuqsZSE5CII8IzgZuBJLNbJn/vYeBBADn3FhgEHCnmRUAB4DBzjk1/YgcQ+aBfF75bA3/WbCFU6tX4cVBnbimW7yageSEBbLX0NfAMf/LdM69BrwWqBpEIknJZqAbezfjLxefqWYgOWm6rFAkDKRuz+Txaaks3rKXbgl1eOcPagaSiqMgEAlhmQfyeXXOWt75brOagSRgFAQiIaioyDF56TZGzlrFnn0HuaF3M4ZddKZuFCMBoSAQCTErt2fx+LQUFvmbgcbf0pMOTdQMJIGjIBAJEcWbgepUr8ILgzoxSM1AEgQKAhGPOeeYvGQbz/mbgX7bqxn3XaxmIAkeBYGIh1Zuz2L49BQWbt5LVzUDiUcUBCIeyMrN55XPijUDXdOJQd3VDCTeUBCIBJFzjilLt/HszNVk7Mvjhl7NGHbxGdSpXsXr0iSKlRkEZhYDnHpoIDgzqwLcDNzrnGsb2PJEIseqHb7eQAs376VL0zr86+YedIxXM5B475hBYGaDgTeAfWa2DhgB/AdYCPw24NWJRICs3EO9gbZQK64yz1/TkWu7N1UzkISMso4IHgW6O+fWm1k34Dt8A8NNCXxpIuGtZDPQb3slcN/FZ6oZSEJOWUFw0Dm3HsB/7+FNCgGRsq3emcXjU1P5YfMeOjetw9s3J9Epvo7XZYmUqqwgaGhmfyn2ukbx10e7z4BItMrKzedvc9bx7+82qxlIwkZZQfAmUPMYr0UEXzPQ1GW+ZqCfcvIY0jOB+y9RM5CEh7KCIMN/zwAROYojmoHia/PW79QMJOGlrCD4PbpxjEipsnPz+dvn6xj/ra8ZaOTAjlyXpGYgCT+6oEzkODnnmLZsO8/MXMVPOXlc3zOB+y8+k1NPUTOQhKeygqCTmWWV8r4BzjlXKwA1iYSsNTuzeWxaCj9sUjOQRI6ygiDZOdc1KJWIhLDizUA14yrz3MCO/EbNQBIhAtY0ZGZNgXeARkARMM45N6rEPAaMAvoD+4GbnXNLAlWTyPFyzjF9+Xae/sTXDDS4RwIPXKJmIIksZQXBpJNYdgEwzH8hWk1gsZnNcc6tLDZPP6C1/68X8Lr/UcRza9OzeWxqCt9v2kOn+Nr886YkOjet43VZIhWurCCINbPHjzLNOeeeOtoHnXM7gB3+59lmtgpoAhQPgquAd5xzDlhgZnXMrLH/syKeyM7NZ9Tn6/iXvxno2QEd+U2PpsSoGUgiVFlBkFPKe9WBW4F6wFGDoDgzSwS6At+XmNQE2FrsdZr/vSOCwMxuA24DSEhIKM8qRY7boWagZz5ZxW41A0kUOWYQOOdePvTc37wzFN+1BROBl4/2ueLMrAbwEXCPc65kD6TSfmK5UuoYB4wDSEpK+sV0kZNVshlo3E1JdFEzkESJ8tyPoC7wF3zDTv8b6Oac21uehZtZLL4QeM85N7mUWdKApsVexwPby7NskYqQk1fAqM/X8q9vNlMjrjLPDOjA4B4JagaSqFLW/QheBAbi+zXe0TlXWlPR0T5rwFvAqmMMTjcduNvMJuI7SZyp8wMSDM45ZqzYwdOfrCQ9K4/BPZrywKVtqKtmIIlCZR0RDAPy8N2X4BHfdztQvgvKzgZuBJLNbJn/vYeBBHwfHgvMxNd1dD2+7qO3HP8miByf9btyGD49hW/WZ9ChSS1ev6E73RJO9bosEc+UdY6g0oku2Dn3NaWfAyg+jwPuOtF1iByP/QcLGP2/9fxz/kaqxcbw1FXtGdKrmZqBJOpprCGJeM45Zqfs5KkZK9memcug7vE82K8N9WtU9bo0kZCgIJCItumnfQyfnspXa3fTplFNRl3flR6Jdb0uSySkKAgkIh04WMiYeet548uNVK1cieFXtOPG3s2oHHPCrZ0iEUtBIBFnzsp0nvg4lbS9BxjQtQkP9WtDw1pxXpclErIUBBIxfszYzxMfp/LF6l2ccVoNJt7Wm94t6nldlkjIUxBI2MvNL2TslxsYM28DsZWMR/q35eazE4lVM5BIuSgIJKzNXb2L4dNT+XHPfi7v1JhHL2tHo9pqBhI5HgoCCUtb9+znqRkr+WxlOi0bnMJ7t/bi7Fb1vS5LJCwpCCSsHCwo4s35Gxn9v3UYxl8vbcMfftWcKpXVDCRyohQEEja+35jBI1NTWL8rh0van8bjV7SnSZ1qXpclEvYUBBLy9uw7yHMzVzFpcRpN6lTjrd8lcUHb07wuSyRiKAgkZBUVOSYt3spzs1aTk1vAnX1b8ufzW1OtSozXpYlEFAWBhKQ1O7N5ZEoyi7bspWdiXZ4e0IEzTqvpdVkiEUlBICFl/8ECRn2xjrfmb6JmXGVeHNSJQd3jKTYEuohUMAWBhIzPV6YzfHoq234+wG+SmvJgvza6X7BIECgIxHPbfz7AEx+n8mlqOmecVoNJd/TRCKEiQaQgEM/kFxYx/pvNvPr5Woqc48F+vmsCNDSESHApCMQTS37cy8OTk1m9M5sL2jRkxJXtaVq3utdliUQlBYEEVXZuPi99uoZ3FmyhUa043rixOxe3O00ng0U8pCCQoJmzMp3HpqaQnp3L7/okct8lZ1Kjqv4TFPFawP4vNLO3gcuBXc65DqVM7wtMAzb535rsnHsyUPWId3Zl5TJ8eiqzUnbSplFNxt7YnS5N63hdloj4BfLn2HjgNeCdY8wz3zl3eQBrEA8VFTkmLtzKc7NWkVdQxP2XnMlt57bQyWCREBOwIHDOfWVmiYFavoS29btyeHhyMj9s3sNZLevxzICONK9/itdliUgpvG6g7WNmy4HtwH3OudTSZjKz24DbABISEoJYnhyvvIJCXp+3gTFzN1CtSoyuDBYJA14GwRKgmXMux8z6A1OB1qXN6JwbB4wDSEpKckGrUI7Los17eHByMut35XBl59N5/Ip21K9R1euyRKQMngWBcy6r2POZZjbGzOo7537yqiY5MVm5+Tw/azXvff8jTepU41+39OC8Mxt6XZaIlJNnQWBmjYB055wzs55AJSDDq3rkxMxZmc6jU5PZnZ3Hrb9qzr0XncEp6hIqElYC2X10AtAXqG9macBwIBbAOTcWGATcaWYFwAFgsHNOzT5hYs++gzzxcSrTlm2nTaOavHlTEp3i63hdloicgED2Grq+jOmv4eteKmHmkxU7eHxaClm5+dx74Rnc2bel7hksEsZ0DC/ltjs7j8enpTArZSed4mvz3qBetGlUy+uyROQkKQikTM45pi7bxhMfr2T/wUL+emkb/nhOcyrrwjCRiKAgkGPamZnLI1OS+WL1Lrol1OGFQZ1p1bCG12WJSAVSEEipnHN8sGgrT89YRX5REY9d3o6bz0okppIuDBOJNAoC+YW0vft5aHIy89f9RO8WdXn+mk40q6fhIUQilYJADnPON0jc0zNWAvD01R0Y0jOBSjoKEIloCgIBID0rl79+tIJ5a3ZzVst6vDCoE/Gn6o5hItFAQRDlnHNMX76dx6elkldQyBNXtufG3s10FCASRRQEUSwjJ49Hp/quC+iWUIeXr+uioaJFopCCIEp9lrqTh6ckk3WggL9e2obbzm2hHkEiUUpBEGUyD+TzxMepTF6yjXaNa/HurZ11dbBIlFMQRJH563bzwIcr2JWdx5/Pb8Xd57fWGEEioiCIBrn5hYyctZrx326mZYNT+OjOs3TzeBE5TEEQ4VbtyGLoxKWsTc/h5rMSebBfG+JiY7wuS0RCiIIgQhUVOd7+ZhMvzF5D7eqx/Pv3Pfn1GQ28LktEQpCCIALtzMxl2KRlfLM+g4vancbIgR2pp3sHi8hRKAgizMzkHTw0OZmDBUU8N7Ajg3s0xUzdQkXk6BQEESInr4AR01P5cHEaneNr87fBXXVxmIiUi4IgAizespd7319G2t79/On8Vvz5gtbE6qYxIlJOCoIwVljkeH3eel79fB2Na8fx/u196JFY1+uyRCTMBCwIzOxt4HJgl3OuQynTDRgF9Af2Azc755YEqp5Ik56Vy73vL+PbDRlc2fl0nh7QgVpxsV6XJSJhKJBHBOOB14B3jjK9H9Da/9cLeN3/KGWYu2YXwz5YzoGDhbw4qBODusfrhLCInLCABYFz7iszSzzGLFcB7zjnHLDAzOqYWWPn3I5A1RTuDhYU8eKnq3lz/ibaNKrJa0O66f7BInLSvDxH0ATYWux1mv+9XwSBmd0G3AaQkJAQlOJCzZaMffxpwlJWpGVyU59mPNy/ra4QFpEK4WUQlNaW4Uqb0Tk3DhgHkJSUVOo8kWz68u08PDmZSgZjb+jOpR0aeV2SiEQQL4MgDWha7HU8sN2jWkLS/oMFPDF9Je8v2kr3ZqcyanAX3T5SRCqcl0EwHbjbzCbiO0mcqfMD/2fNzmzu+u8SNuzO4e7zWnHPha2prGsDRCQAAtl9dALQF6hvZmnAcCAWwDk3FpiJr+voenzdR28JVC3h5qPFaTwyNZkaVWN59w+9OLtVfa9LEpEIFsheQ9eXMd0BdwVq/eEoN7+QEdNTmbhwK71b1OXv13elYc04r8sSkQinK4tDxJaMfdz57hJW7sjirvNacu+FZ6gpSESCQkEQAman7OD+SSuoVMl4++Ykzm9zmtcliUgUURB4KL+wiOdnreafX2+ic9M6/GNIV/UKEpGgUxB4ZEfmAe7+71IWb9nLzWcl8nD/trqRvIh4QkHggfnrdjN04jLy8gsZfX1Xruh8utcliUgUUxAEUWGR4+9frOPv/1vHGQ1rMuaGbrRsoLGCRMRbCoIgycjJ4573lzF/3U8M7NaEZ67uSLUqGitIRLynRukgWLR5D5f9/Wu+37SHkQM78vK1nRUCInJ8snfCv/pBdnqFL1pBEEDOOf45fyODxy2gamwlJt95FoN7JujeASJy/N64B96bB28MrfBFq2koQDIP5PPAh8v5NDWdS9qfxovXdtYdxETE98v+w1tg0HioWY5rhp5uCJv2wTv7oRD48n1Y9TE0PwUe3VUhJemIIABStmVyxeiv+WLVLh69rC1jb+iuEBARn+P9ZT90BeS284WAw/eY2w6GJldYSToiqEDOOSYu3Mrw6anUrV6F92/vTfdmupm8iHDiv+xrNoIuLeCDRb7PxQBdW5bvaKKcFAQVZF9eAY9OTWHK0m2c07o+f/tNF+rVqOp1WSISKoaugDuugMJFJX7Zzyj7s00rw3O/gT2nQd10iK/YziYKggqwNj2b//ee794Bf7noDO46rxUxlXRCWCQsHG+b/Yk6mV/2g98LXF0oCE7aR4vTeHRqCqdUjdG9A0TC0Rv3wOx5kDEU7psY2HUF+Jf9iVIQnKDc/EKGT0vl/UVb6dW8LqOv70rDWrp3gEjYCEJvnF8I8C/7E6VeQydgw+4crv7HN7y/aCt3n9eK927tpRAQqSgBvHDqCEHojRMuFATHafry7Vw5+mvSs3IZf0sP7rvkTN1ARqQiBfDCqSMcarOPAYyA9MYJF2oaKqf9Bwt4asZKJvywle7NTmX09V05vU41r8sSiRxeNNWEaJt9sCkIyiE5LZOhE5eyKWMfd/y6JcMuPoNYHQVINAhWjxo4ue6VJypE2+yDLaDfZmZ2qZmtMbP1ZvZgKdP7mlmmmS3z/z0eyHqOV1GRY+yXGxj4+jfsP1jIe7f24sF+bRQCEj2C1UwDaqrxUMCOCMwsBvgHcBGQBiw0s+nOuZUlZp3vnLs8UHWcqB2ZBxj2wXK+3ZBBvw6NeG5gR+pUr+J1WRLtgvUL3YtmGlBTjUcC2TTUE1jvnNsIYGYTgauAkkEQUg4NE/HsJ6soKHI8f01HrktqqhFDJTQEq8+7F800oKYajwQyCJoAW4u9TgN6lTJfHzNbDmwH7nPOpZacwcxuA24DSEhICECpPlv37OfBySv4Zn0GfVrU4/lrOpFQTzeTl2OI1F/oQRjfRkJHIIOgtJ/QrsTrJUAz51yOmfUHpgKtf/Eh58YB4wCSkpJKLuOk7csrYOyXGxj31UZiYyrxzIAOXN8jgUoaJiL8BPPkJkT2L3Q100SNQAZBGtC02Ot4fL/6D3POZRV7PtPMxphZfefcTxVeTSlfEAWFRUxeuo2XPl3Druw8bmhflcdyX6Rqu3cgGCEQ7C8tL9YZqV/M0fALXc00USOQQbAQaG1mzYFtwGBgSPEZzKwRkO6cc2bWE18vpoyAVOP/gnAZf2b9jf9kzqp03lvwI9t+PkCXpnV4/YbudJ90J8z+CjKDMOZIsZqCMsaJV+uM1C9m/UKXSOKcC9gf0B9YC2wAHvG/dwdwh//53UAqsBxYAJxV1jK7d+/ujstTDZz7fXXnKuOc4Xv8fXV34PF67tqx37rZKTtc0VHmcU81OL51nWRNAVufF+sM9vqydjg3JMm3LvzrHJLkXNbOwKzPOedeuO7I7XvxN4Fbl8hJAha5o3yvBrRDvHNupnPuDOdcS+fcM/73xjrnxvqfv+aca++c6+yc6+2c+7bCi/CPJ+L844m4QtizpxV7b1vMB7f34ZL2jbBgjznixRgnkb6NXvRBP/QL/cE/+x71C13CVORfWez/gjB/26rFQN2z20KTZr+YJ2jtr16090bDNga76URt6BIhIj8IoHxfEMH+EvGivTfSt1FfzCInxHxNR+EjKSnJLVq0yOsyRETCipktds4llTZNg+aIiEQ5BYGISJRTEIiIRDkFgYhIlFMQiIhEOQWBiEiUC7vuo2a2G9hygh+vD1T8gHbe0LaEpkjZlkjZDtC2HNLMOdegtAlhFwQnw8wWHa0fbbjRtoSmSNmWSNkO0LaUh5qGRESinIJARCTKRVsQjPO6gAqkbQlNkbItkbIdoG0pU1SdIxARkV+KtiMCEREpQUEgIhLlIjIIzOxSM1tjZuvN7MFSppuZ/d0/fYWZdfOizvIox7b0NbNMM1vm/3vcizrLYmZvm9kuM0s5yvRw2idlbUu47JOmZjbXzFaZWaqZDS1lnrDYL+XclnDZL3Fm9oOZLfdvyxOlzFOx++Vo97AM1z9898LaALQAquC7H3K7EvP0B2bhu6lhb+B7r+s+iW3pC8zwutZybMu5QDcg5SjTw2KflHNbwmWfNAa6+Z/XxHd/8XD9f6U82xIu+8WAGv7nscD3QO9A7pdIPCLoCax3zm10zh0EJgJXlZjnKuAd57MAqGNmjYNdaDmUZ1vCgnPuK2DPMWYJl31Snm0JC865Hc65Jf7n2cAqoEmJ2cJiv5RzW8KC/986x/8y1v9XsldPhe6XSAyCJsDWYq/T+OV/EOWZJxSUt84+/sPIWWbWPjilVbhw2SflFVb7xMwSga74fn0WF3b75RjbAmGyX8wsxsyWAbuAOc65gO6XSLxnsZXyXsk0Lc88oaA8dS7BN4ZIjpn1B6YCrQNdWACEyz4pj7DaJ2ZWA/gIuMc5l1VycikfCdn9Usa2hM1+cc4VAl3MrA4wxcw6OOeKn5Oq0P0SiUcEaUDTYq/jge0nME8oKLNO51zWocNI59xMINbM6gevxAoTLvukTOG0T8wsFt8X53vOucmlzBI2+6WsbQmn/XKIc+5nYB5waYlJFbpfIjEIFgKtzay5mVUBBgPTS8wzHbjJf+a9N5DpnNsR7ELLocxtMbNGZmb+5z3x7dOMoFd68sJln5QpXPaJv8a3gFXOuVeOMltY7JfybEsY7ZcG/iMBzKwacCGwusRsFbpfIq5pyDlXYGZ3A5/i63XztnMu1czu8E8fC8zEd9Z9PbAfuMWreo+lnNsyCLjTzAqAA8Bg5+9WEErMbAK+Xhv1zSwNGI7vJFhY7RMo17aExT4BzgZuBJL97dEADwMJEHb7pTzbEi77pTHwbzOLwRdWHzjnZgTyO0xDTIiIRLlIbBoSEZHjoCAQEYlyCgIRkSinIBARiXIKAhGRKKcgEBGJcgoCiVpmVq/YkMQ7zWyb/3mOmY0JwPrGm9mmQ/3B/a8HlTJfy0N1VHQNIqWJuAvKRMrLOZcBdAEwsxFAjnPupQCv9n7n3Idl1LUB3zgzCgIJCh0RiJRgvhuYzPA/H2Fm/zazz8xss5kNNLMXzCzZzGb7x7fBzLqb2ZdmttjMPj2OIYHPNbNvzWxjaUcHIsGgIBApW0vgMnxjwL8LzHXOdcQ3TMFl/jAYDQxyznUH3gaeKeeyGwO/Ai4HRlZ04SLloaYhkbLNcs7lm1kyvjGfZvvfTwYSgTOBDsAc/5hmMUB5BwCb6pwrAlaa2WkVWrVIOSkIRMqWB+CcKzKz/GIDlRXh+3/IgFTnXJ8TXbZfaWPMiwScmoZETt4aoIGZ9QHfuPihfPcrkZIUBCInyX8/6UHA82a2HFgGnOVpUSLHQcNQiwSJmY0HZpTVfbTY/DnOuRqBrUpERwQiwZQJPHXogrKjOXRBGZAelKok6umIQEQkyumIQEQkyikIRESinIJARCTKKQhERKLc/wdmPXsWIhCe4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e317J/rpGAHr1SGJ0fiZjBmYxpiCLcwt6k5+VpmoeiYlYJQID0t29xsySgXeAGe6+pFmZKcC3iSSCC4Cfu/sFJ1pvoIkggDkLDtY1UrJ1L4s2VrBowx7WbK+kySEtOZHxg7IYN7AP4wdlMXZgH7LTdYt/V+Tu7Kyq5YPoj/366GPznv00Rf/79ExJ5Ky8DM7J782YgizGDOzNkJxempRduowTJYIgp6p0oCb6Njn6aJl1rgNmR8suMbMsMxvg7mVBxXVCAcxZkJaSyCXDc7lkeC4AlQfrWRLtDliydS+PvrmRxuivSVHfnowv7MO4wixG5fdmRF6GxnvvRE1NzvZ9B9mwq4aNu2uOPH+8q4Z90T77EOm+efaATL54zgDOHpDJiAGZDMruqR99iVuB/spEJ65fBgwDfunu77Yokg980ux9afSzoxKBmU0DpgEUFhZ2fKCdOGdB77RkrhqVx1Wj8oDIHc1rSitZvm0fK7Z9ylsf7+H5FdsBMIPBfdM5e0AmZw/IiD5nMqB3qqoXTlFTk7O75hBbKw6wbW/ksXnPfjbsqmHT7pojPXcAstNTGJqbzuTReYzIy4z+6GeoZ5h0O4EmAndvBMaaWRYwz8xGu/vaZkVa+zU7pq7K3WcBsyBSNdThgUbnLKCxJLL1RqB2JMyY3+GbaqlnShIXDOnLBUP6ApFqiNJPDx5VBbFmeyV/WvNZbkxLTmRwTjqDc9MZGn0enNOLor496Z2WHOok0djkVNQcYkdlLTsrD7JjXy3b9h7gk72f/fA3/7FPMMjvk8aw3F5cPLQvw/r1Ymi/XgzN7aWqOgmNTql3cPd9ZrYQuBponghKgYHN3hcAOzojpqNE5yzgmZJIEkgExg2NydzGZsbA7J4MzO555KoBIje1fbizmg92VrNp934276lh7fZKXl5TdqSeGiA9JZEzstLI75MWec5K44ysVPpnppLbqwd9e/UgKy057qoxausb2bu/joqaOir2HzryvLv6EGWVtZRV1rKzspbyqloamo4+V0hPSWRgdk+G5KYz6axcCrN7Utg3ncLsnuRnpanRXkIvsERgZrlAfTQJpAFfAH7cotiLwLfMbC6RxuLKmLUPROcsIDpnAQVdq0tfRmoyxUXZx8ybUNfQxLa9+9m0ez9bKw6wo/Ig2z89yI7Kg6wurWRv9O7U5hITjOz0FPqmp5Cb0YPMtGQyU5PISE0mo0cSGYdfpyaRmpxIj6SEyHNyAj2SIu+TExMw++yS7vBVyGfvoa6xibqG6KP564YmDjU2UVvXSHVtA9WHGqiuraemtoHq2gZqDjVQVVtPdW0De/fXsXd/HTWHGlr9u6QmJzCgdxp5malcMDibAVmp5PVOY0BmKnm9UxnQO5Xs9JRQXyWJtCXIK4IBwG+i7QQJwDPuPt/MpgO4+0xgAZEeQxuIdB+9NcB4TmzqUzHb9OlISUpgWL8MhvXLaHX5wbpGtu87yK7qWipq6thTc+jI857o8/Z9ByM/yLX11NY3tbqeztAzJZGM1CR69fgsEQ3q25Ps9BRyevWgb3pKJIFFX/ftlUKvHkn6kRc5TbqhTI5S19BETfQMvbq2gUMNjRyqb6I2+nyooYlDDY3UNTQdacw5/E/o8L8lj36WnGj0SEokJSkh8khM+Ox1UgKpSZEf/szUZNJ7JGqSFJEAxaT7qMSnlKQEspNS1FAqEiI6BRMRCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZBTIhARCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZBTIhARCTklAhGRkAssEZjZQDN7w8zWm9n7ZjajlTKTzKzSzFZGHz8IKh4REWldkPMRNAB3uvtyM8sAlpnZa+6+rkW5t939mgDjEBGREwjsisDdy9x9efR1NbAeyA9qeyIicmo6pY3AzIqAccC7rSyeaGarzOxlMxvVGfGIiMhnAp+q0sx6AX8A7nD3qhaLlwOD3L3GzKYALwDDW1nHNGAaQGFhYbABi4iETKBXBGaWTCQJPOXuz7dc7u5V7l4Tfb0ASDaznFbKzXL3Yncvzs3NDTJkEZHQCbLXkAGPA+vd/WfHKZMXLYeZnR+NpyKomERE5FhBVg1dDHwNWGNmK6Of/QtQCODuM4EbgdvMrAE4CEx1dw8wJhERaSGwRODu7wDWRplfAL8IKgYREWmb7iwWEQk5JQIRkZBTIhARCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZA74Q1lZvYGcLw7fd3dr+j4kEREpDO1dWfxXa18diHwz8Cujg9HREQ62wkTgbsvO/zazC4Dvg/0AKa7+8sBxyYiIp2gzTYCM7vKzN4hkgQecPdLlAQ6SPVO+PVkqC6PdSQiEmJttRG8B+QCDwOLo5+NP7z88FSUcooeuwNeWQgVM+CuubGORkRCqq02gv1ADZHhov+Wo0cTdeDygOLq3u7vB5v3w+wD0Ai8+TSsfwkGp8P31PQiIp2rrTaCScdbFp19TE7FjNUw/VpoLImk00agdiTMmB/ryEQkhE7qPgKLuNzM/gsoDSim7i8jD8YOgUQi11iJwLihkNE/xoGJSBi1a2IaM7sA+DvgeiAbuB24u43vDARmA3lAEzDL3X/eoowBPwemAAeAW0LT7jAwCX50E+ztD9nlUJAY64hEJKTaaix+APgqsA2YA9wHlLj7b9qx7gbgTndfbmYZwDIze83d1zUrMxkYHn1cADwafe7+pj4V6whERIC2q4amAeVEfqB/5+4VHP9O46O4e9nhs3t3rwbWA/ktil0HzPaIJUCWmQ04mR0QEZHT01YiyAMeAL4EbDCz3wJpZnZScx2bWREwDni3xaJ84JNm70s5NllgZtPMrMTMSnbv3n0ymxYRkTacMBG4e6O7v+zuXweGAX8EFgHbzez37dmAmfUC/gDc4e5VLRe3ttlW4pjl7sXuXpybm9uezYqISDu11UaQCkwnkgRWA0+4+3Nmlkmk4fiEol1M/wA85e7Pt1KkFBjY7H0BsKOdsYuISAdoq2roN0AxsIZIz56fArh7VVsNxtEeQY8D6939Z8cp9iLw9Wi31AuBSncvO5kdEBGR09NWXf9Idz8HwMweB5aexLovBr4GrDGzldHP/gUoBHD3mcACIglmA5Huo7eexPpFRKQDtJUI6g+/cPeGyEl++7j7O7TeBtC8jBO5J0FERGKkrUQwxswON/AakR5DVdHX7u6ZgUYnIiKBa2usId3uKiLSzWnOYhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZBTIhARCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZBTIhARCTklAhGRkFMiEBEJucASgZk9YWa7zGztcZZPMrNKM1sZffwgqFikmeqd8OvJUF0e60hEpIsI8orgSeDqNsq87e5jo4/7AoxFDnvsDnhqITw2I9aRiEgX0dYMZafM3d8ys6Kg1i8n6f5+sHk/zD4AjcCbT8P6l2BwOnxvV6yjE5EYinUbwUQzW2VmL5vZqOMVMrNpZlZiZiW7d+/uzPi6jxmroXZkJAk4kefakTBjTYwDE5FYi2UiWA4McvcxwCPAC8cr6O6z3L3Y3Ytzc3M7K77uJSMPxg6BRCIzTicC44ZCRv8YByYisRZY1VBb3L2q2esFZvYrM8tx9z2xiqnbG5gEP7oJ9vaH7HIo0JTUIhLDRGBmeUC5u7uZnU/k6qQiVvGEwtSnYh2BiHRBgSUCM5sDTAJyzKwU+CGQDODuM4EbgdvMrAE4CEx1dw8qHhERaV2QvYZubmP5L4BfBLV9ERFpn1j3GhIRkRhTIhARCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIRkZBTIhARCTklAhGRkFMiEBEJOSUCEZGQUyIQEQk5JQIJVvVO+PVkqC6PdSQichxKBBKsx+6ApxbCYzNiHYmIHEfMJqaRbu7+frB5P8w+EJkf+c2nYf1LMDgdvrcr1tGJSDO6IpBgzFgNtSMjScCJPNeOhBlrYhyYiLQUWCIwsyfMbJeZrT3OcjOz/zCzDWa22szGBxWLxEBGHowdAomAEXkeNxQy+sc4MBFpKciqoSeJzEA2+zjLJwPDo48LgEejz9JdDEyCH90Ee/tDdjkUJMY6IhFpRZBTVb5lZkUnKHIdMDs6T/ESM8syswHuXhZUTNLJpj4V6whEpB1i2UaQD3zS7H1p9LNjmNk0Mysxs5Ldu3d3SnAiImERy15D1spn3lpBd58FzAIoLi4+pkx9fT2lpaXU1tZ2bIRxLjU1lYKCApKTk2Mdioh0YbFMBKXAwGbvC4Adp7Si0lIyMjIoKirCrLX8Ej7uTkVFBaWlpQwePDjW4YhIFxbLqqEXga9Hew9dCFSeavtAbW0tffv2VRJoxszo27evrpJEpE2BXRGY2RxgEpBjZqXAD4FkAHefCSwApgAbgAPArae5vdP5erekv4mItEeQvYZubmO5A7cHtX0REWkf3VncgXbu3MnUqVMZOnQoI0eOZMqUKXz00UcA/Pu//zupqalUVlYeKb9w4ULMjMcff/zIZytWrMDM+OlPfwrALbfcwuDBgxk7dizjx49n8eLFnbtTItLtKRF0EHfn+uuvZ9KkSWzcuJF169bx4IMPUl4eGXVzzpw5nHfeecybN++o751zzjk8/fTTR97PnTuXMWPGHFXm4YcfZuXKlTz00EP84z/+Y/A7IyKh0u0Gnfu3l95n3Y6qDl3nyDMy+eG1o05Y5o033iA5OZnp06cf+Wzs2LEAbNy4kZqaGh5++GEefPBBbrnlliNlCgsLqaqqory8nH79+vHKK68wZcqUVrdx6aWXsmHDhtPen26teic8dyvc+KSGsxBpJ10RdJC1a9cyYcKEVpfNmTOHm2++mUsuuYQPP/yQXbuOHn3zxhtv5Nlnn2XRokWMHz+eHj16tLqel156iXPOOafDY+9WNOy1yEnrdlcEbZ25x8LcuXOZN28eCQkJ3HDDDTz77LPcfvtn7eRf/epXuemmm/jggw+4+eabWbRo0VHfv/vuu7n//vvJzc09qj1BmtGw1yKnTFcEHWTUqFEsW7bsmM9Xr17Nxx9/zJVXXklRURFz585lzpw5R5XJy8sjOTmZ1157jSuuuOKYdRxuI3jttdcYPXp0YPsQ1zTstcgpUyLoIJdffjmHDh3iP//zP4989t577zFjxgzuvfdetmzZwpYtW9ixYwfbt29n69atR33/vvvu48c//jGJiRqh85Ro2GuRU9btqoZixcyYN28ed9xxBw899BCpqakUFRWxcOFCHn300aPKXn/99cydO5cLLvhs1O2LLrqos0PufjTstcgpsch9XfGjuLjYS0pKjvps/fr1nH322TGKqGvT30ZEAMxsmbsXt7ZMVUMiIiGnRCAiEnJKBCIiIadEICISckoEIqejeif8ejJUl8c6EpFTpkQgcjo0pIV0A4EmAjO72sw+NLMNZvbdVpZPMrNKM1sZffwgyHiO0oFnchUVFYwdO5axY8eSl5dHfn7+kfc/+clPGDFiBKNHj2bMmDHMnj0bgKKiIvbs2XPa25YYub8ffDMd7nka/lIbef5meuRzkTgTWCIws0Tgl8BkYCRws5mNbKXo2+4+Nvq4L6h4jvHmT2DbEnjzx6e9qr59+7Jy5UpWrlzJ9OnT+c53vnPk9euvv87SpUtZu3Ytb731FvF234Ych4a0kG4kyDuLzwc2uPsmADObC1wHrAtwm227vx80HPrsfcnjkUdSjw4fnOzBBx/kjTfeIDMzE4DevXvzjW9848jyRx55hJdeeon6+nqeffZZRowYwf79+/n2t7/NmjVraGho4N577+W6667jySef5IUXXqCxsZG1a9dy5513UldXx29/+1t69OjBggULyM7O7tD45QQOD2nxTEkkCWhIC4ljQVYN5QOfNHtfGv2spYlmtsrMXjaz4IcOnbEaRn8FktIi75PS4JyvdPiZXHV1NdXV1QwdOvS4ZXJycli+fDm33XbbkRnJHnjgAS6//HLee+893njjDe6++272798PRIa6/v3vf8/SpUv513/9V3r27MmKFSuYOHHikSon6USHh7T47v+OPGtIC4lTQV4RtDZzest6keXAIHevMbMpwAvA8GNWZDYNmAaRiVxOS0Ye9MiAxkOQlBp57pHZ4Wdy7t7m5PE33HADABMmTOD5558H4M9//jMvvvjikcRQW1vLtm3bAPj85z9PRkYGGRkZ9O7dm2uvvRaIzHK2evXqDo1f2mHqU7GOQKRDBHlFUAoMbPa+ANjRvIC7V7l7TfT1AiDZzHJarsjdZ7l7sbsX5+bmnn5k+3fBhFvhf/135Lmm47v+ZWZmkp6ezqZNm45b5vAENImJiTQ0NACRBPKHP/zhSJvDtm3bjowV1HzCmoSEhCPvExISjnxfujl1V5UABJkI3gOGm9lgM0sBpgIvNi9gZnkWPW02s/Oj8VQEGFPE1Kfgmp9B3jmR54DO7O655x5uv/12qqoiU2dWVVUxa9asE37nqquu4pFHHjnSqLxixYpAYpM4pe6qEoDAqobcvcHMvgW8SqQp7Ql3f9/MpkeXzwRuBG4zswbgIDDVu1G3mttuu42amhrOO+88kpOTSU5O5s477zzhd77//e9zxx13cO655+LuFBUVMX/+/E6KWLoszcAmAdIw1N2c/jbdRPVOmH4tzCmJtLQZcHMxzJyvnkrSLhqGWiTeaQY2CZBmKBOJF5qBTQKiRCASL2LRXbV6Jzx3K9z4pK4+ujFVDYnI8amXUijoikBEjqVeSqGiKwIROZYG1QsVJYIOoGGopduJZS8l3T3d6cJbNbR4MSxcCJMmwcSJp7Wqw8NQA9x777306tWLu+66i5kzZzJv3jyWLl1KZmYmlZWVvPDCC6cbuUjniFUvpcfugFcWQsUMuGtu52wz5MKZCBYvhiuugLo6SEmB118/7WTQGg1DLXGts3spxapdQj2jQlo1tHBhJAk0NkaeFy7s8E1oGGqRkxSrdgn1jAppIpg0KXIlkJgYeZ40qcM3cbLDUG/ZsgWIDEP90EMPMXbsWCZNmtTqMNS5ubnHDEN9+Psicauz2yViNd1oF2wDCWfV0MSJkeqgDmojaE3zYaiHDBnSapkTDUN91llnHVX23Xff1TDU0v11ZrvEjNWR8ZsaS1pcgQQ8yOOptoEEWIUVzkQAkR//ABJAc4eHoX766afJzMykqqqKuXPnMm3atON+5/Aw1I888ghmxooVKxg3blygcYp0GZ3ZLtHZ042ebhtIgI3o4U0EnUDDUIt0cfFwBdIJjegahrqb099GpAt5+Cb4l2c+uwL50U1tn9130BDkJxqGWlcEIiKd5VSuQDqhCivQRGBmVwM/JxL6f7n7Qy2WW3T5FOAAcIu7Lw8yJhGRmDnVNpCAq7ACSwRmlgj8EriSyET275nZi+6+rlmxycDw6OMC4NHo80lrT3fNsIm3aj8ROY6AG9GDvI/gfGCDu29y9zpgLnBdizLXAbM9YgmQZWYDTnZDqampVFRU6IevGXenoqKC1NTUWIciIl1ckFVD+cAnzd6XcuzZfmtl8oGy5oXMbBowDaCwsPCYDRUUFFBaWsru3btPP+puJDU1lYKCgliHISJdXJCJoLV6mpan7O0pg7vPAmZBpNdQy+XJyckMHjz4VGIUEQm9IKuGSoGBzd4XADtOoYyIiAQoyETwHjDczAabWQowFXixRZkXga9bxIVApbuXtVyRiIgEJ7CqIXdvMLNvAa8S6T76hLu/b2bTo8tnAguIdB3dQKT76K1BxSMiIq2LuzuLzWw3sPUUv54DdJdpwbQvXVN32Zfush+gfTlskLvntrYg7hLB6TCzkuPdYh1vtC9dU3fZl+6yH6B9aY9wzkcgIiJHKBGIiIRc2BLBrFgH0IG0L11Td9mX7rIfoH1pU6jaCERE5FhhuyIQEZEWlAhEREKuWyYCM7vazD40sw1m9t1WlpuZ/Ud0+WozGx+LONujHfsyycwqzWxl9PGDWMTZFjN7wsx2mdna4yyPp2PS1r7EyzEZaGZvmNl6M3vfzGa0UiYujks79yVejkuqmS01s1XRffm3Vsp07HFx9271IHIX80ZgCJACrAJGtigzBXiZyKB3FwLvxjru09iXScD8WMfajn25FBgPrD3O8rg4Ju3cl3g5JgOA8dHXGcBHcfx/pT37Ei/HxYBe0dfJwLvAhUEel+54RdBp8yB0gvbsS1xw97eAvScoEi/HpD37EhfcvcyjMwK6ezWwnsgw8M3FxXFp577Ehejfuib6Njn6aNmrp0OPS3dMBMeb4+Bky3QF7Y1zYvQy8mUzG9U5oXW4eDkm7RVXx8TMioBxRM4+m4u743KCfYE4OS5mlmhmK4FdwGvuHuhx6Y6T13fYPAhdQHviXE5kDJEaM5sCvEBk6s94Ey/HpD3i6piYWS/gD8Ad7l7VcnErX+myx6WNfYmb4+LujcBYM8sC5pnZaHdv3ibVocelO14RdKd5ENqM092rDl9GuvsCINnMcjovxA4TL8ekTfF0TMwsmcgP51Pu/nwrReLmuLS1L/F0XA5z933AQuDqFos69Lh0x0TQneZBaHNfzCzPzCz6+nwix7Si0yM9ffFyTNoUL8ckGuPjwHp3/9lxisXFcWnPvsTRccmNXglgZmnAF4APWhTr0OPS7aqGvBvNg9DOfbkRuM3MGoCDwFSPdivoSsxsDpFeGzlmVgr8kEgjWFwdE2jXvsTFMQEuBr4GrInWRwP8C1AIcXdc2rMv8XJcBgC/MbNEIsnqGXefH+RvmIaYEBEJue5YNSQiIidBiUBEJOSUCEREQk6JQEQk5JQIRERCTolARCTklAgktMysb7MhiXea2fbo6xoz+1UA23vSzDYf7g8efX9jK+WGHo6jo2MQaU23u6FMpL3cvQIYC2Bm9wI17v7TgDd7t7s/10ZcG4mMM6NEIJ1CVwQiLVhkApP50df3mtlvzOzPZrbFzG4ws5+Y2RozeyU6vg1mNsHM3jSzZWb26kkMCXypmS0ys02tXR2IdAYlApG2DQW+SGQM+N8Bb7j7OUSGKfhiNBk8Atzo7hOAJ4AH2rnuAcDngGuAhzo6cJH2UNWQSNtedvd6M1tDZMynV6KfrwGKgLOA0cBr0THNEoH2DgD2grs3AevMrH+HRi3STkoEIm07BODuTWZW32ygsiYi/4cMeN/dJ57quqNaG2NeJHCqGhI5fR8CuWY2ESLj4nfl2a9EWlIiEDlN0fmkbwR+bGargJXARTENSuQkaBhqkU5iZk8C89vqPtqsfI279wo2KhFdEYh0pkrg/x6+oex4Dt9QBpR3SlQSeroiEBEJOV0RiIiEnBKBiEjIKRGIiIScEoGISMj9f9Q2UnESpo3nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i,var in enumerate(campNames):\n",
    "    camp_idx=campHeader.index(campNames[var])\n",
    "    tchem_idx=Header.index(var)\n",
    "    plt.figure()\n",
    "    plt.plot(campsol[:,campHeader.index('time')]/3600, campsol[:,camp_idx],label='CAMP')\n",
    "    plt.plot(solTchem[:,Header.index('t')]/3600, solTchem[:,tchem_idx], '*',label='TChem')\n",
    "    plt.xlabel('Time [h]')\n",
    "    plt.ylabel(var)\n",
    "    plt.legend(loc='best')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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